WO2021258695A1 - Method and apparatus for air conditioning in sleep environment, and electronic device - Google Patents

Method and apparatus for air conditioning in sleep environment, and electronic device Download PDF

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Publication number
WO2021258695A1
WO2021258695A1 PCT/CN2020/139915 CN2020139915W WO2021258695A1 WO 2021258695 A1 WO2021258695 A1 WO 2021258695A1 CN 2020139915 W CN2020139915 W CN 2020139915W WO 2021258695 A1 WO2021258695 A1 WO 2021258695A1
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comfort
air
target
target user
value
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PCT/CN2020/139915
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French (fr)
Chinese (zh)
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宋德超
陈翀
王玉宾
岳冬
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珠海格力电器股份有限公司
珠海联云科技有限公司
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Publication of WO2021258695A1 publication Critical patent/WO2021258695A1/en

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    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/62Control or safety arrangements characterised by the type of control or by internal processing, e.g. using fuzzy logic, adaptive control or estimation of values
    • F24F11/63Electronic processing
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/62Control or safety arrangements characterised by the type of control or by internal processing, e.g. using fuzzy logic, adaptive control or estimation of values
    • F24F11/63Electronic processing
    • F24F11/64Electronic processing using pre-stored data
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/62Control or safety arrangements characterised by the type of control or by internal processing, e.g. using fuzzy logic, adaptive control or estimation of values
    • F24F11/63Electronic processing
    • F24F11/65Electronic processing for selecting an operating mode
    • F24F11/66Sleep mode
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F11/00Control or safety arrangements
    • F24F11/70Control systems characterised by their outputs; Constructional details thereof
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F24HEATING; RANGES; VENTILATING
    • F24FAIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
    • F24F2120/00Control inputs relating to users or occupants
    • F24F2120/10Occupancy

Definitions

  • the present disclosure relates to the field of computer technology, and in particular to an air conditioning method, device and electronic equipment in a sleep environment.
  • Sleep is the most important way for people to restore their physical strength and repair the body.
  • the quality of sleep directly determines a person's working status and health.
  • a large number of studies have shown that sleep is affected by many factors, including temperature, humidity, wind speed, light, noise, etc., among which temperature, humidity, and wind speed are the main air environments that affect people's sleep.
  • air conditioning equipment such as air conditioners, humidifiers and dehumidifiers has gradually matured and become popular, and people's sleeping environment and conditions have been greatly improved.
  • the current air environment adjustment methods of these devices are mostly passive and artificial. Because people's body temperature and the external environment are constantly changing during sleep, the devices cannot perceive people's feelings of cold and heat and comfort status in real time. Relevant research pointed out Even if the "sleep mode" of the current air conditioners on the market starts, most people will be awakened by heat or freezing at night, and the simple timing mode can no longer meet people's sleep needs.
  • the embodiments of the present disclosure provide an air conditioning method, device, and electronic device in a sleeping environment, which are set to accurately and effectively adjust the air state in the sleeping environment, so that the air state in the sleeping environment can be as close to the user as possible. Adaptation, so that users can feel as comfortable as possible in sleep state.
  • an air conditioning method in a sleep environment including:
  • the target air state information determine the corresponding air parameter adjustment information that needs to be adjusted
  • the control target air conditioning device operates according to the air parameter adjustment information to adjust the air state in the sleep environment.
  • determining the target air state information suitable for the target user according to the comfort value in the ideal comfort value interval and the target comfort perception model includes:
  • multiple thermal sensation values corresponding to the multiple candidate air state information are determined, wherein the human thermal sensation model matches the user’s current human body temperature and is comfortable Human body temperature in the state is related to temperature sensitive factors;
  • the air state information corresponding to the optimal thermal sensation value among the plurality of thermal sensation values is determined as the target air state information, wherein the comfort level of the target user's temperature perception at the optimal thermal sensation value Highest.
  • the method further includes:
  • the current body temperature of the target user is determined.
  • the use of the target user's historical operation data of the air-conditioning equipment to adjust the public comfort perception model includes:
  • each set of historical operation data includes operation data of the target user on the air conditioning equipment and functional parameter information of the air conditioning equipment before and after the operation;
  • the comfort value interval in the public comfort perception model is adjusted to obtain the adjusted comfort value interval, and the adjusted comfort value
  • the degree value interval is determined as the ideal comfort value interval of the target comfort degree perception model.
  • controlling the target air conditioning device to operate according to the air parameter adjustment information includes:
  • controlling the target air conditioning device to operate according to the air parameter adjustment information includes:
  • the target air-conditioning equipment whose energy consumption for adjusting the air parameter type and the adjustment range meets the set conditions is selected as the target air-conditioning equipment.
  • an air conditioning device in a sleep environment comprising:
  • the acquisition module is set to acquire the current air state information of the target user in the sleeping environment
  • the first determining module is configured to input the current air state information into a target comfort level perception model to obtain a current comfort level value, wherein the target comfort level perception model uses historical operation data of the air conditioning equipment by the target user Obtained by adjusting the public comfort perception model, and the historical operation data indicates the comfort level of the target user for the air condition;
  • the second determining module is configured to determine whether the current comfort level value is within the ideal comfort level range of the target user under the target comfort level perception model, wherein the target user feels the ideal comfort level The air state corresponding to the value range feels comfortable;
  • the third determining module is configured to determine if the current comfort value is outside the ideal comfort value interval, according to the comfort value in the ideal comfort value interval and the target comfort perception model Target air state information suitable for the target user;
  • the fourth determining module is configured to determine the air parameter adjustment information that needs to be adjusted according to the target air state information
  • the adjustment module is set to control the target air conditioning equipment to operate according to the air parameter adjustment information to adjust the air state in the sleep environment.
  • the third determining module is configured to:
  • multiple thermal sensation values corresponding to the multiple candidate air state information are determined, wherein the human thermal sensation model matches the user’s current human body temperature and is comfortable Human body temperature in the state is related to temperature sensitive factors;
  • the air state information corresponding to the optimal thermal sensation value among the plurality of thermal sensation values is determined as the target air state information, wherein the comfort level of the target user's temperature perception at the optimal thermal sensation value Highest.
  • the third determining module is further configured to:
  • the current body temperature of the target user is determined.
  • the first determining module is further configured to:
  • each set of historical operation data includes operation data of the target user on the air conditioning equipment and functional parameter information of the air conditioning equipment before and after the operation;
  • the comfort value interval in the public comfort perception model is adjusted to obtain the adjusted comfort value interval, and the adjusted comfort value
  • the degree value interval is determined as the ideal comfort value interval of the target comfort degree perception model.
  • the adjustment module is configured to:
  • the adjustment module is configured to:
  • the target air-conditioning equipment whose energy consumption for adjusting the air parameter type and the adjustment range meets the set conditions is selected as the target air-conditioning equipment.
  • an electronic device in a third aspect, includes:
  • the memory is set to store program instructions
  • the processor is configured to call the program instructions stored in the memory, and execute the steps included in any one of the methods in the first aspect according to the obtained program instructions.
  • a computer-readable storage medium stores computer-executable instructions, and the computer-executable instructions are configured to cause a computer to execute the method described in the first aspect. A step of.
  • a computer program product containing instructions which when the computer program product runs on a computer, causes the computer to execute the air conditioning method in a sleep environment described in the various possible implementations above.
  • the target comfort perception model obtained by adjusting the public comfort perception model is used to evaluate the comfort value of the target user's current sleep environment, if it is found that the current comfort value obtained is not in the target user In the ideal comfort value range under the target comfort perception model, it indicates that the target user is not currently feeling comfortable, and then the comfort value in the ideal comfort value range and the target comfort perception model can be used to determine that it is similar to the target user.
  • the air state is adjusted according to the obtained target air state information, so as to meet the user's comfort perception needs in the sleep state as much as possible.
  • the air adjustment is performed through the target-specific and unique target comfort perception model, on the basis of achieving differentiated comfort adjustments for users, it can also ensure the accuracy of user comfort perception judgments, thereby improving the sleep environment
  • the state of the air under the environment is accurately and effectively adjusted, so that the state of the air in the sleeping environment can be adapted to the user as much as possible, so that the user can feel as comfortable as possible in the sleeping state.
  • FIG. 1 is a flowchart of an air conditioning method in a sleep environment provided by an embodiment of the disclosure
  • FIG. 2 is a schematic diagram of the comfort value interval of the public comfort perception model in an embodiment of the disclosure
  • FIG. 3 is a schematic diagram of adjusting the comfort value interval of the public comfort perception model in an embodiment of the disclosure
  • FIG. 4 is a schematic diagram of the comfort value interval of the target comfort perception model in an embodiment of the disclosure.
  • FIG. 5 is a schematic diagram of a curve of a human body thermal sensation model in an embodiment of the disclosure.
  • Fig. 6 is a schematic diagram of human body temperature changes during sleep in an embodiment of the disclosure.
  • FIG. 7 is a schematic diagram of determining the coverage rate of the cover in an embodiment of the disclosure.
  • FIG. 8 is a schematic diagram of an air conditioning device in a sleep environment in an embodiment of the disclosure.
  • FIG. 9 is a schematic structural diagram of an electronic device in an embodiment of the disclosure.
  • FIG. 1 provides an air conditioning method in a sleep environment according to an embodiment of the present disclosure.
  • the method can be executed by an electronic device, such as a gateway device, a cloud server, and the like.
  • Multiple smart home devices can communicate with each other. For example, they can communicate with multiple types of air-conditioning devices.
  • the air-conditioning devices include but are not limited to smart air conditioners, smart fans, smart humidifiers, smart dehumidifiers, smart air purifiers, and so on. The flow of the air conditioning method in the sleep environment shown in FIG. 1 will be described below.
  • the air conditioning method provided by the embodiment of the present disclosure can adjust the air state of any user in the sleeping environment.
  • a target user is taken as an example for description.
  • the sleeping environment refers to the environment in which the target user sleeps, such as the bedroom environment at home, or the hotel environment, and so on.
  • the current air state information is the air state information in the sleep environment at the current moment.
  • the air state information is related description information that can be set to indicate the air state, such as the ambient temperature, the ambient humidity, and the PM2.5 value in the environment. Water vapor pressure, ambient brightness, ambient decibel value (sound), etc.
  • Step 102 Input the current air state information into the target comfort perception model to obtain the current comfort value, where the target comfort perception model is obtained by adjusting the public comfort perception model by using the historical operation data of the target user on the air-conditioning equipment , The historical operating data indicates the comfort level of the target user for the air condition.
  • the comfort level of the user’s perception of the current air state can be calculated through the comfort perception model.
  • the user’s perceived comfort level of the air state is expressed as a comfort level, and different comfort levels indicate the level of comfort the user perceives. different.
  • the public comfort perception model in the embodiments of the present disclosure is a model commonly used by public users. Through the public comfort perception model, a relatively wide and universal comfort value range for most users can be calculated, that is to say , The public comfort perception model shows that the general and relatively broad comfort requirements of mass users, but for a specific user, for example, the target user may not be applicable. In other words, the target user may not be suitable when the mass user feels comfortable. Feel comfortable, therefore, the embodiment of the present disclosure optimizes and adjusts the public comfort perception model based on the user’s historical operation data to obtain an independent comfort perception model suitable for the target user, and the target user’s independent and exclusive comfort
  • the perception model is called the target comfort perception model.
  • M is the amount of human metabolism
  • W is the working power, which specifically refers to the function generated when the user exercises.
  • the working power of the user when lying still can be considered as 0;
  • Pa is the water vapor pressure, which can be calculated by formula 2.
  • s in formula 2 represents humidity:
  • t a is the ambient temperature
  • tcl is the average temperature of the outer surface of the human body, and tcl can be calculated according to the following formula 3:
  • hc is the convective heat transfer coefficient
  • v is the air velocity
  • fcl is the ratio of the surface area of the clothed human body to the naked body, calculated according to the following formula 4:
  • Icl represents the thermal resistance of clothing.
  • the PMV model represented by the above formula 1 is an empirical formula obtained from experiments, but it is only applicable to the PMV calculation of the human body in a comfortable state during the day.
  • the PMV value in [-0.5,0.5] indicates that it is in a comfortable state.
  • the human metabolic rate M, thermal resistance Icl and other parameters are different from those during daytime activities, it is necessary to reduce and adjust these parameters.
  • Metabolic rate M (50W/m 2 in a sitting state, about 46W/m 2 when lying down, and about 40W/m 2 when sleeping, In this disclosure, the model is for sleep, so the metabolic rate is 46W/m 2 and 40W/m 2 .
  • the calculated PMV value range is [-3,3], when it is in [-0.5,0.5], it is in a comfortable state, [-3,-0.5] is in a cold and uncomfortable state, and [0.5,3] is in a thermally uncomfortable state ,as shown in picture 2.
  • the PMV model represented by formula 5 above can be understood as the aforementioned public comfort perception model.
  • the embodiments of the present disclosure adopt an artificial intelligence processing method through machine learning. Optimize and adjust the public comfort perception model by using the user’s historical operation data of the temperature adjustment device to self-learn the comfort level for the target user, thereby obtaining the target public comfort perception model exclusive to the target user.
  • the historical operating data of the adjustment device can indicate the comfort level of the target user for the air condition, so the obtained target public comfort perception model can more accurately reflect the target user’s personal comfort perception needs, so as to realize the difference between different users. Differentiated needs for comfort perception.
  • each set of historical operation data includes the target user's operation data on the air-conditioning equipment and information on the function parameters of the air-conditioning equipment before and after the operation. Further, it can be determined that the functional parameter information before the operation in each set of historical operation data corresponds to the first comfort value in the public comfort perception model, and it can be determined that the functional parameter information after the operation in the set of historical sample data corresponds to the public comfort The second comfort value in the degree perception model, and finally according to the first comfort value and the second comfort value, the comfort value interval in the public comfort perception model is adjusted to obtain the adjusted comfort value interval , And determine the adjusted comfort value interval as the ideal comfort value interval of the target comfort perception model to obtain the target comfort perception model.
  • the PMV value obtained in formula 5 is expressed as a comfortable state in the range of [-0.5,0.5], but this is not suitable for everyone (for example, at 24°C, some people feel cold, some people feel comfortable, then the same
  • the PMV value obtained under temperature should not be the same), so the PMV value needs to be dynamically adjusted for different users (for example, for target users). For specific adjustment methods, see the following description.
  • the range of PMV value A is [-0.5,0.5].
  • formula 3 is a calculation formula for related variables such as temperature, water vapor pressure, and humidity. Therefore, the current air The state information is input into the target comfort perception model for calculation, and the calculated comfort value is used as the current comfort value of the target user.
  • Step 103 Determine whether the current comfort value is within the ideal comfort value range of the target user under the target comfort perception model, where the target user feels comfortable with the air state corresponding to the ideal comfort value range.
  • Step 104 If the current comfort value is outside the ideal comfort value range, determine the target air state information suitable for the target user according to the comfort value in the ideal comfort value range and the target comfort perception model.
  • the target air state information is: temperature 23°C, humidity 60%, and so on.
  • the human body thermal sensory model can be established based on the physiological changes of the human body.
  • the specific modeling process is as follows:
  • T is the user's current body temperature
  • Tc is the user's body temperature in a comfortable state, for example, the Tc in a sleep state is 34.6°C
  • is a temperature sensitivity factor, which indicates the sensitivity of the body temperature to environmental temperature changes.
  • the model is a tan function.
  • the thermal sensation value feeling is 0, and when the body temperature is low In a comfortable state, calculate the thermal sensation value feeling ⁇ 0.
  • the thermal sensation value feeling>0 When the body temperature is higher than the comfortable temperature, the thermal sensation value feeling>0, and when the temperature is higher than a certain value, the thermal sensation reaches the limit and the trend is slow.
  • This model can be very It reflects the change of human body's thermal sensation with body temperature, which is consistent with the actual situation.
  • multiple candidate air state information corresponding to the multiple comfort values can be determined, and then according to the current human body of the target user Body temperature and human body thermal sensation model, determine multiple thermal sensation values corresponding to multiple candidate air state information, and finally determine the air state information corresponding to the optimal thermal sensation value among the multiple thermal sensation values as target air state information, where ,
  • the target user has the highest temperature perception comfort at the optimal thermal sensation value, that is, the optimal thermal sensation value is the thermal sensation value at which the target user feels the most comfortable feeling of hot and cold.
  • the second sleep comfort model can be expressed by the following formula 7:
  • PMV in Equation 7 represents the target user's independent and exclusive target comfort perception model, feeling can be understood as the aforementioned human body thermal sensory model, ⁇ and ⁇ represent weighting coefficients, and the sum of ⁇ and ⁇ is 1.
  • the current human body temperature of the target user needs to be obtained.
  • One possible implementation method is to detect the current human body temperature of the target user in real time through a sensor worn by the target user.
  • the sleep stage prediction model is used to predict the current sleep stage of the target user, and then the current body temperature of the target user is predicted based on the change law of the human body temperature in each sleep stage in the empirical knowledge.
  • the sleep stage prediction model is based on the sleep state data of the target user and the corresponding multiple sets of historical sleep state data marked with sleep stage tags.
  • the sleep stage prediction model is trained, so that the sleep stage prediction model trained based on the target user’s own data can accurately predict the sleep stage of the user according to the user’s real sleep situation.
  • Sleep stage prediction is mainly based on sleep data for training. Sleep data includes real-time heart rate, respiration, body movement and the corresponding sleep stage label at the moment. The data comes from data collected by a brand of mattress , The specific forecasting method is as follows:
  • the heart rate, breathing rate, and body movement data are normalized as the feature input, and the sleep stage label is the output.
  • the SVM algorithm can be used to train the model.
  • Sleep stage prediction Input the acquired real-time sleep state data (heart rate, respiration, body movement, eye movement) into the trained sleep stage model to obtain the corresponding sleep stage.
  • the body temperature changes during sleep have a certain rhythm: from the beginning of sleep to the first light sleep stage (about 1 hour), the body temperature is in a rising state, and then the body temperature begins to fall, until the second rapid eye movement stage begins, the body temperature It is at a low level and fluctuates slightly with the sleep stage, as shown in Figure 6 (where 0 means awake state, 1 means light sleep stage, 2 means deep sleep stage, and 3 means rapid eye movement stage. Then predict according to sleep stage , Respectively find out the two time points from being awake to entering light sleep for the first time and reaching the rapid eye movement phase for the second time (shown by "*" in Figure 6). Based on expert knowledge, suppose the skin temperature at the three time points The changes are [a1, a2, a3]. At the same time, the three stages respectively cover multiple sleep stages. According to expert knowledge, because different sleep periods have different sleep requirements, the skin temperature will fluctuate slightly, as shown in Figure 6. Shown by the dotted line.
  • Step 105 According to the target air state information, determine the corresponding air parameter adjustment information that needs to be adjusted.
  • the target air status information is temperature 23°C, humidity 60%, etc. Assuming that the current ambient temperature is 27°C and humidity is 80%, then the corresponding air parameter types that need to be adjusted are temperature and humidity, and temperature The adjustment range is "4°C lower” and the humidity adjustment range is "20% lower", then the determined type of air parameter to be adjusted and the corresponding adjustment range can be understood as air parameter adjustment information.
  • Step 106 Control the target air conditioning device to operate according to the air parameter adjustment information to adjust the air state in the sleeping environment.
  • the air parameter adjustment information can indicate the type of air parameter that needs to be adjusted and the corresponding adjustment range.
  • the adjustment demand for this air conditioning can be determined, and then from the candidate air conditioning equipment that meets the adjustment demand, Select the target air-conditioning equipment whose energy consumption to adjust the aforementioned air parameter types and adjustment ranges meets the set conditions, and then use the target air-conditioning equipment to perform air conditioning, that is, on the premise of meeting the regulation requirements, priority can be given Choose the air conditioning equipment with the lowest or relatively low power consumption for air conditioning, so as to minimize the power consumption of air conditioning.
  • the current cover coverage rate of the target user may be determined, and the aforementioned determined air parameter adjustment information may be performed according to the cover coverage rate. Adjust to obtain adjusted air parameter adjustment information, and control the target air-conditioning device to operate according to the adjusted air parameter adjustment information.
  • the pressure sensor in the mattress it can detect the real-time quilt area and cover coverage rate of the user while sleeping, and adjust the air parameters that need to be adjusted according to the size of the cover coverage rate.
  • the information is adjusted to a certain extent. For example, when the normal cover coverage rate is 80%, and the detected cover coverage rate is 50% to 60%, the air conditioner temperature should be increased by 1°C on the basis of the original adjustment, which can avoid The user has a cold due to the low coverage rate of the cover.
  • the method for detecting and estimating the coverage rate of the cover is shown in Figure 7.
  • S1 represents the user's body area
  • S2 represents the area of the cover. Then the cover can be calculated by formula 8. Covered rate:
  • the target comfort perception model obtained by adjusting the public comfort perception model is used to evaluate the comfort value of the target user's current sleep environment, if it is found that the current comfort value obtained is not in the target user In the ideal comfort value range under the target comfort perception model, it indicates that the target user is not currently feeling comfortable, and then the comfort value in the ideal comfort value range and the target comfort perception model can be used to determine that it is similar to the target user.
  • the air state is adjusted according to the obtained target air state information, so as to meet the user's comfort perception needs in the sleep state as much as possible.
  • the air adjustment is performed through the target-specific and unique target comfort perception model, on the basis of achieving differentiated comfort adjustments for users, it can also ensure the accuracy of user comfort perception judgments, thereby improving the sleep environment
  • the state of the air under the environment is accurately and effectively adjusted, so that the state of the air in the sleeping environment can be adapted to the user as much as possible, so that the user can feel as comfortable as possible in the sleeping state.
  • the embodiments of the present disclosure provide an air conditioning device in a sleeping environment.
  • the air conditioning device in the sleeping environment may be a hardware structure, a software module, or a hardware structure plus a software module.
  • the air conditioning device in a sleep environment in the embodiment of the present disclosure includes an acquisition module 801, a first determination module 802, a second determination module 803, a third determination module 804, a fourth determination module 805, and an adjustment module.
  • Module 806 where:
  • the obtaining module 801 is configured to obtain the current air state information of the target user in the sleeping environment
  • the first determining module 802 is configured to input the current air state information into a target comfort level perception model to obtain a current comfort level value, wherein the target comfort level perception model utilizes the historical operation of the air-conditioning equipment by the target user
  • the data is obtained by adjusting the public comfort perception model, and the historical operation data indicates the comfort level of the target user for the air condition;
  • the second determining module 803 is configured to determine whether the current comfort value is within an ideal comfort value interval of the target user under the target comfort perception model, wherein the target user is comfortable with the ideal comfort value.
  • the air state corresponding to the degree value range feels comfortable;
  • the third determining module 804 is configured to determine a target suitable for the target user according to the comfort value in the ideal comfort value range and the target comfort perception model if the current comfort value is outside the ideal comfort value range Air status information;
  • the fourth determining module 805 is configured to determine the air parameter adjustment information that needs to be adjusted according to the target air state information
  • the adjustment module 806 is set to control the target air conditioning equipment to operate according to the air parameter adjustment information, so as to adjust the air state in the sleep environment.
  • the third determining module 804 is configured to:
  • the target comfort perception model determine multiple candidate air state information corresponding to the multiple comfort values
  • the target user determine multiple thermal sensation values corresponding to multiple candidate air state information, where the human thermal sensation model is the same as the user’s current human body temperature and the human body temperature in a comfortable state Temperature sensitive factor related;
  • the air state information corresponding to the optimal thermal sensation value among the multiple thermal sensation values is determined as the target air state information, where the target user has the highest temperature perception comfort at the optimal thermal sensation value.
  • the third determining module 804 is further configured to:
  • the current sleep stage of the target user is determined.
  • the sleep stage prediction model is based on the user’s sleep state data and corresponding sets of historical sleep state data marked with sleep stage tags.
  • the sleep stage prediction model is trained;
  • the current body temperature of the target user is determined.
  • the first determining module 802 is further configured to:
  • each set of historical operation data includes the target user's operation data on the air-conditioning equipment and functional parameter information of the air-conditioning equipment before and after the operation;
  • the first comfort value and the second comfort value adjust the comfort value interval in the public comfort perception model to obtain the adjusted comfort value interval, and determine the adjusted comfort value interval as the target The ideal comfort value range of the comfort perception model.
  • the adjustment module 806 is configured as:
  • the control target air conditioning equipment operates according to the adjusted air parameter adjustment information.
  • the adjustment module 806 is configured as:
  • the adjustment demand is determined;
  • the division of modules in the embodiments of the present disclosure is illustrative, and is only a logical function division. In actual implementation, there may be other division methods.
  • the functional modules in the various embodiments of the present disclosure may be integrated into one process. In the device, it can also exist alone physically, or two or more modules can be integrated into one module.
  • the above-mentioned integrated modules can be implemented in the form of hardware or software function modules.
  • the embodiments of the present disclosure also provide an electronic device, such as a gateway device or a cloud server, which can execute the aforementioned air conditioning method in a sleep environment.
  • the electronic device in the embodiment of the present disclosure includes at least one processor 901, and a memory 902 and a communication interface 903 connected to the at least one processor 901.
  • the embodiment of the present disclosure does not limit the processor 901 and the memory 902.
  • the specific connection medium between the processor 901 and the memory 902 is connected through the bus 900 as an example in FIG. 9.
  • the bus 900 is represented by a thick line in FIG. 9.
  • the connection mode between other components is only for illustration sexual description is not limited.
  • the bus 900 can be divided into an address bus, a data bus, a control bus, etc. For ease of presentation, only a thick line is shown in FIG. 9, but it does not mean that there is only one bus or one type of bus.
  • the memory 902 stores instructions that can be executed by at least one processor 901, and the at least one processor 901 can execute the steps included in the aforementioned method for recommending multimedia content by executing the instructions stored in the memory 902.
  • the processor 901 is the control center of the electronic device, which can use various interfaces and lines to connect the various parts of the entire electronic device. By running or executing the instructions stored in the memory 902 and calling the data stored in the memory 902, the electronic device The various functions and processing data of the electronic equipment can be used to monitor the electronic equipment as a whole.
  • the processor 901 may include one or more processing units, and the processor 901 may integrate an application processor and a modem processor, where the processor 901 mainly processes an operating system, a user interface, and application programs, etc.
  • the modem processor mainly deals with wireless communication. It can be understood that the foregoing modem processor may not be integrated into the processor 901.
  • the processor 901 and the memory 902 may be implemented on the same chip, and in some embodiments, they may also be implemented on separate chips.
  • the processor 901 may be a general-purpose processor, such as a central processing unit (CPU), a digital signal processor, an application specific integrated circuit, a field programmable gate array or other programmable logic devices, discrete gates or transistor logic devices, discrete hardware components, Implement or execute the methods, steps, and logical block diagrams disclosed in the embodiments of the present disclosure.
  • the general-purpose processor may be a microprocessor or any conventional processor or the like. The steps of the method disclosed in combination with the embodiments of the present disclosure may be directly embodied as executed and completed by a hardware processor, or executed and completed by a combination of hardware and software modules in the processor.
  • the memory 902 as a non-volatile computer-readable storage medium, can be configured to store non-volatile software programs, non-volatile computer-executable programs, and modules.
  • the memory 902 may include at least one type of storage medium, for example, may include flash memory, hard disk, multimedia card, card-type memory, random access memory (Random Access Memory, RAM), static random access memory (Static Random Access Memory, SRAM), Programmable Read Only Memory (PROM), Read Only Memory (ROM), Electrically Erasable Programmable Read-Only Memory (EEPROM), magnetic memory, disk , CD, etc.
  • the memory 902 is any other medium that can be configured to carry or store desired program codes in the form of instructions or data structures and that can be accessed by a computer, but is not limited thereto.
  • the memory 902 in the embodiment of the present disclosure may also be a circuit or any other device capable of realizing a storage function, and is configured to store program instructions and/or data.
  • the communication interface 903 is a transmission interface that can be set to perform communication.
  • the communication interface 903 can receive data or send data.
  • the electronic device also includes a basic input/output system (I/O system) 904 that helps to transfer information between various devices in the electronic device, and is set to store an operating system 905, application programs 906, and other program modules 907 mass storage device 908.
  • I/O system basic input/output system
  • the basic input/output system 904 includes a display 909 configured to display information and an input device 910 configured to input information by a user, such as a mouse and a keyboard.
  • the display 909 and the input device 910 are both connected to the processor 901 through the basic input/output system 904 connected to the system bus 900.
  • the basic input/output system 904 may also include an input and output controller configured to receive and process input from multiple other devices such as a keyboard, a mouse, or an electronic stylus.
  • the I/O controller also provides output to a display screen, printer, or other type of output device.
  • the mass storage device 908 is connected to the processor 901 through a mass storage controller (not shown) connected to the system bus 900.
  • the mass storage device 908 and its associated computer readable medium provide non-volatile storage for the server package. That is, the mass storage device 908 may include a computer-readable medium (not shown) such as a hard disk or a CD-ROM drive.
  • the electronic device package can also be operated by a remote computer connected to the network through a network such as the Internet. That is, the electronic device can be connected to the network 911 through the communication interface 903 connected to the system bus 900, or in other words, the communication interface 903 can also be used to connect to other types of networks or remote computer systems (not shown).
  • embodiments of the present disclosure also provide a storage medium that stores computer instructions, and when the computer instructions run on a computer, the computer executes the steps of the aforementioned air conditioning method in a sleep environment.
  • various aspects of the air conditioning method in a sleep environment provided by the present disclosure can also be implemented in the form of a program product, which includes program code.
  • the program product runs on an electronic device, the program code It is configured to cause the electronic device to execute the steps in the air conditioning method in a sleep environment according to various exemplary embodiments of the present disclosure described above in this specification.
  • the embodiments of the present disclosure can be provided as a method, a system, or a computer program product. Therefore, the present disclosure may adopt the form of a complete hardware embodiment, a complete software embodiment, or an embodiment combining software and hardware. Moreover, the present disclosure may take the form of a computer program product implemented on one or more computer-usable storage media (including but not limited to disk storage, CD-ROM, optical storage, etc.) containing computer-usable program codes.
  • computer-usable storage media including but not limited to disk storage, CD-ROM, optical storage, etc.
  • These computer program instructions can also be stored in a computer-readable memory that can direct a computer or other programmable data processing equipment to work in a specific manner, so that the instructions stored in the computer-readable memory produce an article of manufacture including the instruction device.
  • the device implements the functions specified in one process or multiple processes in the flowchart and/or one block or multiple blocks in the block diagram.
  • These computer program instructions can also be loaded on a computer or other programmable data processing equipment, so that a series of operation steps are executed on the computer or other programmable equipment to produce computer-implemented processing, so as to execute on the computer or other programmable equipment.
  • the instructions provide steps that are set to implement functions specified in one process or multiple processes in the flowchart and/or one block or multiple blocks in the block diagram.

Abstract

A method for air conditioning in a sleep environment, the method comprising: acquiring the current air state information of a target user in a sleep environment; inputting the current air state information into a target comfort level perception model to obtain the current comfort level value; determining whether the current comfort level value is within an ideal comfort level value range for the target user under the target comfort level perception model; if the current comfort level value is outside the ideal comfort level value range, according to comfort level values in the ideal comfort level value range and the target comfort level perception model, determining target air state information adapted to the target user; according to the target air state information, determining corresponding air parameter adjustment information requiring adjustment; and controlling a target air conditioning device to operate according to the air parameter adjustment information, so as to adjust the air state in the sleep environment. Also provided are an apparatus for air conditioning in a sleep environment, and an electronic device. According to the method and apparatus for air conditioning, and the electronic device, the air state in a sleep environment can be accurately and effectively conditioned.

Description

一种睡眠环境下的空气调节方法、装置及电子设备Air conditioning method, device and electronic equipment in sleep environment
本公开要求于2020年6月23日提交中国专利局、申请号为202010579803.2、发明名称为“一种睡眠环境下的空气调节方法、装置及电子设备”的中国专利申请的优先权,其全部内容通过引用结合在本公开中。This disclosure claims the priority of a Chinese patent application filed with the Chinese Patent Office on June 23, 2020, the application number is 202010579803.2, and the invention title is "A method, device and electronic equipment for air conditioning in a sleeping environment", and its entire contents Incorporated in this disclosure by reference.
技术领域Technical field
本公开涉及计算机技术领域,尤其涉及一种睡眠环境下的空气调节方法、装置及电子设备。The present disclosure relates to the field of computer technology, and in particular to an air conditioning method, device and electronic equipment in a sleep environment.
背景技术Background technique
睡眠是人们恢复体力和修复身体的最重要的方式,睡眠质量的好坏直接决定了人的工作状态和健康状况。大量研究表明,睡眠受多因素的影响,包括温度、湿度、风速灯光、噪声等,其中温度、湿度、风速是影响人睡眠的主要空气环境。随着科技的发展,空调、加/除湿器等空气调节设备的技术逐渐成熟且普及,人们睡眠环境和条件得到了很大的改善。但目前的这些设备调节空气环境的方式多为被动和人为调节,由于人在睡眠过程中的体温和外界环境是在不断变化的,设备无法实时感知人的冷热感觉和舒适状态,有关调研指出,即使目前市面上空调的“睡眠模式”开始,大多数人在夜间会被热醒或者冻醒,单纯的定时模式已不能够满足人们睡眠的需求。Sleep is the most important way for people to restore their physical strength and repair the body. The quality of sleep directly determines a person's working status and health. A large number of studies have shown that sleep is affected by many factors, including temperature, humidity, wind speed, light, noise, etc., among which temperature, humidity, and wind speed are the main air environments that affect people's sleep. With the development of science and technology, the technology of air conditioning equipment such as air conditioners, humidifiers and dehumidifiers has gradually matured and become popular, and people's sleeping environment and conditions have been greatly improved. However, the current air environment adjustment methods of these devices are mostly passive and artificial. Because people's body temperature and the external environment are constantly changing during sleep, the devices cannot perceive people's feelings of cold and heat and comfort status in real time. Relevant research pointed out Even if the "sleep mode" of the current air conditioners on the market starts, most people will be awakened by heat or freezing at night, and the simple timing mode can no longer meet people's sleep needs.
所以,如何对睡眠环境下的空气状态进行准确、有效调节,以使得在睡眠环境下的空气状态能够尽量与用户相适应,从而让用户在睡眠状态下能够尽量感觉舒适,是目前需要考虑的问题。Therefore, how to accurately and effectively adjust the air condition in the sleeping environment so that the air condition in the sleeping environment can be adapted to the user as much as possible, so that the user can feel as comfortable as possible in the sleeping state is a problem that needs to be considered at present .
发明内容Summary of the invention
本公开实施例提供一种睡眠环境下的空气调节方法、装置及电子设备,被设置为对睡眠环境下的空气状态进行准确、有效调节,以使得、在睡眠环境下 的空气状态能够尽量与用户相适应,从而让用户能够在睡眠状态下尽量感觉舒适。The embodiments of the present disclosure provide an air conditioning method, device, and electronic device in a sleeping environment, which are set to accurately and effectively adjust the air state in the sleeping environment, so that the air state in the sleeping environment can be as close to the user as possible. Adaptation, so that users can feel as comfortable as possible in sleep state.
第一方面,提供一种睡眠环境下的空气调节方法,所述方法包括:In a first aspect, an air conditioning method in a sleep environment is provided, the method including:
获取目标用户在睡眠环境下的当前空气状态信息;Obtain the current air state information of the target user in the sleeping environment;
将所述当前空气状态信息输入目标舒适度感知模型得到当前舒适度值,其中,所述目标舒适度感知模型是利用所述目标用户对空气调节设备的历史操作数据对公共舒适度感知模型进行调整得到的,所述历史操作数据表明所述目标用户对空气状态的舒适度需求;Input the current air state information into the target comfort perception model to obtain the current comfort value, where the target comfort perception model uses the historical operation data of the air conditioning equipment of the target user to adjust the public comfort perception model Obtained, the historical operation data indicates the comfort level of the target user for the air condition;
确定所述当前舒适度值是否在所述目标用户在所述目标舒适度感知模型下的理想舒适度值区间内,其中,所述目标用户对所述理想舒适度值区间对应的空气状态感觉舒适;Determine whether the current comfort value is within the ideal comfort value interval of the target user under the target comfort perception model, wherein the target user feels comfortable with the air state corresponding to the ideal comfort value interval ;
若所述当前舒适度值在所述理想舒适度值区间之外,则根据所述理想舒适度值区间中的舒适度值和所述目标舒适度感知模型,确定与所述目标用户相适应的目标空气状态信息;If the current comfort value is outside the ideal comfort value interval, then according to the comfort value in the ideal comfort value interval and the target comfort perception model, determine the one that is suitable for the target user Target air status information;
根据所述目标空气状态信息,确定对应需要调节的空气参数调节信息;According to the target air state information, determine the corresponding air parameter adjustment information that needs to be adjusted;
控制目标空气调节设备根据所述空气参数调节信息运行,以对所述睡眠环境下的空气状态进行调整。The control target air conditioning device operates according to the air parameter adjustment information to adjust the air state in the sleep environment.
在一些实施方式中,根据所述理想舒适度值区间中的舒适度值和所述目标舒适度感知模型,确定与所述目标用户相适应的目标空气状态信息,包括:In some embodiments, determining the target air state information suitable for the target user according to the comfort value in the ideal comfort value interval and the target comfort perception model includes:
根据所述理想舒适度值区间包括的多个舒适度值与所述目标舒适度感知模型,确定与所述多个舒适度值对应的多个候选空气状态信息;Determine, according to the multiple comfort values included in the ideal comfort value interval and the target comfort perception model, multiple candidate air state information corresponding to the multiple comfort values;
根据所述目标用户当前的人体体温和人体热感觉模型,确定与所述多个候选空气状态信息对应的多个热感觉值,其中,所述人体热感觉模型与用户的当前人体体温、在舒适状态下的人体体温和温度敏感因子有关;According to the target user’s current human body temperature and human body thermal sensation model, multiple thermal sensation values corresponding to the multiple candidate air state information are determined, wherein the human thermal sensation model matches the user’s current human body temperature and is comfortable Human body temperature in the state is related to temperature sensitive factors;
将所述多个热感觉值中的最优热感觉值对应的空气状态信息确定为所述目标空气状态信息,其中,所述目标用户在所述最优热感觉值时对温度感知的舒 适度最高。The air state information corresponding to the optimal thermal sensation value among the plurality of thermal sensation values is determined as the target air state information, wherein the comfort level of the target user's temperature perception at the optimal thermal sensation value Highest.
在一些实施方式中,所述方法还包括:In some embodiments, the method further includes:
获取所述目标用户在睡眠过程中的睡眠状态数据;Acquiring sleep state data of the target user during sleep;
根据所述睡眠状态数据和已训练的睡眠阶段预测模型,确定所述目标用户的当前睡眠阶段,其中,所述睡眠阶段预测模型是根据所述用户的睡眠状态数据和对应标注有睡眠阶段标签的多组历史睡眠状态数据对公共睡眠阶段预测模型进行训练得到的;Determine the current sleep stage of the target user according to the sleep state data and the trained sleep stage prediction model, wherein the sleep stage prediction model is based on the sleep state data of the user and the corresponding sleep stage label Multiple sets of historical sleep state data are obtained by training the public sleep stage prediction model;
根据所述当前睡眠阶段,确定所述目标用户当前的人体体温。According to the current sleep stage, the current body temperature of the target user is determined.
在一些实施方式中,利用所述目标用户对空气调节设备的历史操作数据对公共舒适度感知模型进行调整,包括:In some implementations, the use of the target user's historical operation data of the air-conditioning equipment to adjust the public comfort perception model includes:
获取所述目标用户对应的多组历史操作数据,其中,每组历史操作数据包括所述目标用户对空气调节设备的操作数据和操作前后该空气调节设备的功能参数信息;Acquiring multiple sets of historical operation data corresponding to the target user, where each set of historical operation data includes operation data of the target user on the air conditioning equipment and functional parameter information of the air conditioning equipment before and after the operation;
确定每组历史操作数据中操作前的功能参数信息对应在所述公共舒适度感知模型中的第一舒适度值,以及确定该组历史样本数据中操作后的功能参数信息对应在所述公共舒适度感知模型中的第二舒适度值;Determine that the functional parameter information before the operation in each set of historical operation data corresponds to the first comfort value in the public comfort perception model, and determine that the functional parameter information after the operation in the set of historical sample data corresponds to the public comfort The second degree of comfort value in the degree perception model;
根据所述第一舒适度值和所述第二舒适度值,对所述公共舒适度感知模型中的舒适度值区间进行调整,以得到调整后的舒适度值区间,并将调整后的舒适度值区间确定为所述目标舒适度感知模型的理想舒适度值区间。According to the first comfort value and the second comfort value, the comfort value interval in the public comfort perception model is adjusted to obtain the adjusted comfort value interval, and the adjusted comfort value The degree value interval is determined as the ideal comfort value interval of the target comfort degree perception model.
在一些实施方式中,控制目标空气调节设备根据所述空气参数调节信息运行,包括:In some embodiments, controlling the target air conditioning device to operate according to the air parameter adjustment information includes:
确定所述目标用户当前的盖被覆盖率;Determine the current cover coverage rate of the target user;
根据所述该覆盖率对所述空气参数调节信息进行调整,得到调整后的空气参数调节信息;Adjusting the air parameter adjustment information according to the coverage rate to obtain adjusted air parameter adjustment information;
控制所述目标空气调节设备根据调整后的空气参数调节信息运行。Control the target air conditioning equipment to operate according to the adjusted air parameter adjustment information.
在一些实施方式中,控制目标空气调节设备根据所述空气参数调节信息运 行,包括:In some embodiments, controlling the target air conditioning device to operate according to the air parameter adjustment information includes:
根据所述空气参数调节信息对应需要调整的空气参数类型和调整幅度,确定调节需求;Determine the adjustment requirement according to the air parameter adjustment information corresponding to the type and adjustment range of the air parameter that needs to be adjusted;
从满足所述调节需求的候选空气调节设备中,选择调节所述空气参数类型和调整幅度的能耗满足设定条件的作为所述目标空气调节设备。From among the candidate air-conditioning equipment meeting the adjustment requirements, the target air-conditioning equipment whose energy consumption for adjusting the air parameter type and the adjustment range meets the set conditions is selected as the target air-conditioning equipment.
第二方面,提供一种睡眠环境下的空气调节装置,所述装置包括:In a second aspect, an air conditioning device in a sleep environment is provided, the device comprising:
获取模块,被设置为获取目标用户在睡眠环境下的当前空气状态信息;The acquisition module is set to acquire the current air state information of the target user in the sleeping environment;
第一确定模块,被设置为将所述当前空气状态信息输入目标舒适度感知模型得到当前舒适度值,其中,所述目标舒适度感知模型是利用所述目标用户对空气调节设备的历史操作数据对公共舒适度感知模型进行调整得到的,所述历史操作数据表明所述目标用户对空气状态的舒适度需求;The first determining module is configured to input the current air state information into a target comfort level perception model to obtain a current comfort level value, wherein the target comfort level perception model uses historical operation data of the air conditioning equipment by the target user Obtained by adjusting the public comfort perception model, and the historical operation data indicates the comfort level of the target user for the air condition;
第二确定模块,被设置为判断所述当前舒适度值是否在所述目标用户在所述目标舒适度感知模型下的理想舒适度值区间内,其中,所述目标用户对所述理想舒适度值区间对应的空气状态感觉舒适;The second determining module is configured to determine whether the current comfort level value is within the ideal comfort level range of the target user under the target comfort level perception model, wherein the target user feels the ideal comfort level The air state corresponding to the value range feels comfortable;
第三确定模块,被设置为若所述当前舒适度值在所述理想舒适度值区间之外,则根据所述理想舒适度值区间中的舒适度值和所述目标舒适度感知模型,确定与所述目标用户相适应的目标空气状态信息;The third determining module is configured to determine if the current comfort value is outside the ideal comfort value interval, according to the comfort value in the ideal comfort value interval and the target comfort perception model Target air state information suitable for the target user;
第四确定模块,被设置为根据所述目标空气状态信息,确定对应需要调节的空气参数调节信息;The fourth determining module is configured to determine the air parameter adjustment information that needs to be adjusted according to the target air state information;
调整模块,被设置为控制目标空气调节设备根据所述空气参数调节信息运行,以对所述睡眠环境下的空气状态进行调整。The adjustment module is set to control the target air conditioning equipment to operate according to the air parameter adjustment information to adjust the air state in the sleep environment.
在一些实施方式中,所述第三确定模块被设置为:In some embodiments, the third determining module is configured to:
根据所述理想舒适度值区间包括的多个舒适度值与所述目标舒适度感知模型,确定与所述多个舒适度值对应的多个候选空气状态信息;Determine, according to the multiple comfort values included in the ideal comfort value interval and the target comfort perception model, multiple candidate air state information corresponding to the multiple comfort values;
根据所述目标用户当前的人体体温和人体热感觉模型,确定与所述多个候选空气状态信息对应的多个热感觉值,其中,所述人体热感觉模型与用户的当 前人体体温、在舒适状态下的人体体温和温度敏感因子有关;According to the target user’s current human body temperature and human body thermal sensation model, multiple thermal sensation values corresponding to the multiple candidate air state information are determined, wherein the human thermal sensation model matches the user’s current human body temperature and is comfortable Human body temperature in the state is related to temperature sensitive factors;
将所述多个热感觉值中的最优热感觉值对应的空气状态信息确定为所述目标空气状态信息,其中,所述目标用户在所述最优热感觉值时对温度感知的舒适度最高。The air state information corresponding to the optimal thermal sensation value among the plurality of thermal sensation values is determined as the target air state information, wherein the comfort level of the target user's temperature perception at the optimal thermal sensation value Highest.
在一些实施方式中,所述第三确定模块还被设置为:In some embodiments, the third determining module is further configured to:
获取所述目标用户在睡眠过程中的睡眠状态数据;Acquiring sleep state data of the target user during sleep;
根据所述睡眠状态数据和已训练的睡眠阶段预测模型,确定所述目标用户的当前睡眠阶段,其中,所述睡眠阶段预测模型是根据所述用户的睡眠状态数据和对应标注有睡眠阶段标签的多组历史睡眠状态数据对公共睡眠阶段预测模型进行训练得到的;Determine the current sleep stage of the target user according to the sleep state data and the trained sleep stage prediction model, wherein the sleep stage prediction model is based on the sleep state data of the user and the corresponding sleep stage label Multiple sets of historical sleep state data are obtained by training the public sleep stage prediction model;
根据所述当前睡眠阶段,确定所述目标用户当前的人体体温。According to the current sleep stage, the current body temperature of the target user is determined.
在一些实施方式中,所述第一确定模块还被设置为:In some embodiments, the first determining module is further configured to:
获取所述目标用户对应的多组历史操作数据,其中,每组历史操作数据包括所述目标用户对空气调节设备的操作数据和操作前后该空气调节设备的功能参数信息;Acquiring multiple sets of historical operation data corresponding to the target user, where each set of historical operation data includes operation data of the target user on the air conditioning equipment and functional parameter information of the air conditioning equipment before and after the operation;
确定每组历史操作数据中操作前的功能参数信息对应在所述公共舒适度感知模型中的第一舒适度值,以及确定该组历史样本数据中操作后的功能参数信息对应在所述公共舒适度感知模型中的第二舒适度值;Determine that the functional parameter information before the operation in each set of historical operation data corresponds to the first comfort value in the public comfort perception model, and determine that the functional parameter information after the operation in the set of historical sample data corresponds to the public comfort The second degree of comfort value in the degree perception model;
根据所述第一舒适度值和所述第二舒适度值,对所述公共舒适度感知模型中的舒适度值区间进行调整,以得到调整后的舒适度值区间,并将调整后的舒适度值区间确定为所述目标舒适度感知模型的理想舒适度值区间。According to the first comfort value and the second comfort value, the comfort value interval in the public comfort perception model is adjusted to obtain the adjusted comfort value interval, and the adjusted comfort value The degree value interval is determined as the ideal comfort value interval of the target comfort degree perception model.
在一些实施方式中,所述调整模块被设置为:In some embodiments, the adjustment module is configured to:
确定所述目标用户当前的盖被覆盖率;Determine the current cover coverage rate of the target user;
根据所述该覆盖率对所述空气参数调节信息进行调整,得到调整后的空气参数调节信息;Adjusting the air parameter adjustment information according to the coverage rate to obtain adjusted air parameter adjustment information;
控制所述目标空气调节设备根据调整后的空气参数调节信息运行。Control the target air conditioning equipment to operate according to the adjusted air parameter adjustment information.
在一些实施方式中,所述调整模块被设置为:In some embodiments, the adjustment module is configured to:
根据所述空气参数调节信息对应需要调整的空气参数类型和调整幅度,确定调节需求;Determine the adjustment requirement according to the air parameter adjustment information corresponding to the type and adjustment range of the air parameter that needs to be adjusted;
从满足所述调节需求的候选空气调节设备中,选择调节所述空气参数类型和调整幅度的能耗满足设定条件的作为所述目标空气调节设备。From among the candidate air-conditioning equipment meeting the adjustment requirements, the target air-conditioning equipment whose energy consumption for adjusting the air parameter type and the adjustment range meets the set conditions is selected as the target air-conditioning equipment.
第三方面,提供一种电子设备,所述电子设备包括:In a third aspect, an electronic device is provided, and the electronic device includes:
存储器,被设置为存储程序指令;The memory is set to store program instructions;
处理器,被设置为调用所述存储器中存储的程序指令,按照获得的程序指令执行第一方面中任一所述的方法包括的步骤。The processor is configured to call the program instructions stored in the memory, and execute the steps included in any one of the methods in the first aspect according to the obtained program instructions.
第四方面,提供一种计算可读存储介质,所述计算可读存储介质存储有计算机可执行指令,所述计算机可执行指令被设置为使计算机执行第一方面中任一所述的方法包括的步骤。In a fourth aspect, a computer-readable storage medium is provided, the computer-readable storage medium stores computer-executable instructions, and the computer-executable instructions are configured to cause a computer to execute the method described in the first aspect. A step of.
第五方面,提供一种包含指令的计算机程序产品,当所述计算机程序产品在计算机上运行时,使得计算机执行上述各种可能的实现方式中所描述的睡眠环境下的空气调节方法。在本公开实施例中,通过对公共舒适度感知模型进行调整得到的目标舒适度感知模型来对目标用户当前的睡眠环境中的舒适度值进行评估,若发现得到的当前舒适度值不在目标用户在目标舒适度感知模型下的理想舒适度值区间内,则表明目标用户当前并不感觉舒适,进而可以通过理想舒适度值区间中的舒适度值和目标舒适度感知模型,确定与目标用户相适应的目标空气状态信息,再根据得到的目标空气状态信息对空气状态进行调整,以尽量满足用户的睡眠状态下的舒适度感知需求。并且由于是通过目标专属独有的目标舒适度感知模型来进行空气调整,在实现对用户差异化的舒适度调整的基础上,还可以确保用户舒适度感知判断的准确性,进而提高对睡眠环境下的空气状态进行准确、有效调节,以使得、在睡眠环境下的空气状态能够尽量与用户相适应,从而让用户能够在睡眠状态下尽量感觉舒适。In a fifth aspect, a computer program product containing instructions is provided, which when the computer program product runs on a computer, causes the computer to execute the air conditioning method in a sleep environment described in the various possible implementations above. In the embodiments of the present disclosure, the target comfort perception model obtained by adjusting the public comfort perception model is used to evaluate the comfort value of the target user's current sleep environment, if it is found that the current comfort value obtained is not in the target user In the ideal comfort value range under the target comfort perception model, it indicates that the target user is not currently feeling comfortable, and then the comfort value in the ideal comfort value range and the target comfort perception model can be used to determine that it is similar to the target user. According to the adapted target air state information, the air state is adjusted according to the obtained target air state information, so as to meet the user's comfort perception needs in the sleep state as much as possible. And because the air adjustment is performed through the target-specific and unique target comfort perception model, on the basis of achieving differentiated comfort adjustments for users, it can also ensure the accuracy of user comfort perception judgments, thereby improving the sleep environment The state of the air under the environment is accurately and effectively adjusted, so that the state of the air in the sleeping environment can be adapted to the user as much as possible, so that the user can feel as comfortable as possible in the sleeping state.
附图说明Description of the drawings
为了更清楚地说明本公开实施例或相关技术中的技术方案,下面将对实施例描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本公开的一些实施例。In order to more clearly describe the technical solutions in the embodiments of the present disclosure or related technologies, the following will briefly introduce the drawings needed in the description of the embodiments. Obviously, the drawings in the following description are only some of the present disclosure. Examples.
图1为本公开实施例提供的一种睡眠环境下的空气调节方法的流程图;FIG. 1 is a flowchart of an air conditioning method in a sleep environment provided by an embodiment of the disclosure;
图2为本公开实施例中的公共舒适度感知模型的舒适度值区间的示意图;2 is a schematic diagram of the comfort value interval of the public comfort perception model in an embodiment of the disclosure;
图3为本公开实施例中的对公共舒适度感知模型的舒适度值区间进行调整的示意图;3 is a schematic diagram of adjusting the comfort value interval of the public comfort perception model in an embodiment of the disclosure;
图4为本公开实施例中的目标舒适度感知模型的舒适度值区间的示意图;4 is a schematic diagram of the comfort value interval of the target comfort perception model in an embodiment of the disclosure;
图5为本公开实施例中的人体热感觉模型的曲线示意图;FIG. 5 is a schematic diagram of a curve of a human body thermal sensation model in an embodiment of the disclosure;
图6为本公开实施例中的在睡眠过程中人体体温变化的示意图;Fig. 6 is a schematic diagram of human body temperature changes during sleep in an embodiment of the disclosure;
图7为本公开实施例中的确定盖被覆盖率的示意图;FIG. 7 is a schematic diagram of determining the coverage rate of the cover in an embodiment of the disclosure;
图8为本公开实施例中的睡眠环境下的空气调节装置的示意图;FIG. 8 is a schematic diagram of an air conditioning device in a sleep environment in an embodiment of the disclosure;
图9为本公开实施例中的电子设备的结构示意图。FIG. 9 is a schematic structural diagram of an electronic device in an embodiment of the disclosure.
具体实施方式detailed description
为使本公开的目的、技术方案和优点更加清楚明白,下面将结合本公开实施例中的附图,对本公开实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例仅仅是本公开一部分实施例,而不是全部的实施例。基于本公开中的实施例,本领域普通技术人员在没有做出创造性劳动前提下所获得的所有其他实施例,都属于本公开保护的范围。在不冲突的情况下,本公开中的实施例及实施例中的特征可以相互任意组合。并且,虽然在流程图中示出了逻辑顺序,但是在某些情况下,可以以不同于此处的顺序执行所示出或描述的步骤。In order to make the objectives, technical solutions and advantages of the present disclosure clearer, the following will clearly and completely describe the technical solutions in the embodiments of the present disclosure with reference to the accompanying drawings in the embodiments of the present disclosure. Obviously, the described embodiments are only These are a part of the embodiments of the present disclosure, but not all of the embodiments. Based on the embodiments in the present disclosure, all other embodiments obtained by those of ordinary skill in the art without creative work shall fall within the protection scope of the present disclosure. In the case of no conflict, the embodiments in the present disclosure and the features in the embodiments can be combined with each other arbitrarily. And, although a logical sequence is shown in the flowchart, in some cases, the steps shown or described may be performed in a different order than here.
本公开的说明书和权利要求书及上述附图中的术语“第一”和“第二”是用于区别不同对象,而非用于描述特定顺序。此外,术语“包括”以及它们任何变形,意图在于覆盖不排他的保护。例如包含了一系列步骤或单元的过程、 方法、系统、产品或设备没有限定于已列出的步骤或单元,而是可选地还包括没有列出的步骤或单元,或可选地还包括对于这些过程、方法、产品或设备固有的其它步骤或单元。本公开中的“多个”可以表示至少两个,例如可以是两个、三个或者更多个,本公开实施例不做限制。The terms "first" and "second" in the specification and claims of the present disclosure and the above-mentioned drawings are used to distinguish different objects, rather than to describe a specific sequence. In addition, the term "including" and any variations of them are intended to cover non-exclusive protection. For example, a process, method, system, product, or device that includes a series of steps or units is not limited to the listed steps or units, but optionally includes unlisted steps or units, or optionally also includes Other steps or units inherent in these processes, methods, products or equipment. The "plurality" in the present disclosure may mean at least two, for example, it may be two, three or more, and the embodiment of the present disclosure does not limit it.
另外,本文中术语“和/或”,仅仅是一种描述关联对象的关联关系,表示可以存在三种关系,例如,A和/或B,可以表示:单独存在A,同时存在A和B,单独存在B这三种情况。另外,本文中字符“/”,在不做特别说明的情况下,一般表示前后关联对象是一种“或”的关系。In addition, the term "and/or" in this article is only an association relationship that describes associated objects, which means that there can be three relationships, for example, A and/or B, which can mean: A alone exists, and A and B exist at the same time. There are three cases of B alone. In addition, the character "/" in this text, unless otherwise specified, generally indicates that the associated objects before and after are in an "or" relationship.
下面结合说明书附图介绍本公开实施例提供的技术方案。The following describes the technical solutions provided by the embodiments of the present disclosure in conjunction with the drawings in the specification.
请参见图1所示,图1为本公开实施例提供一种睡眠环境下的空气调节方法,该方法可以由电子设备执行,该电子设备例如是网关设备、云端服务器等设备,该电子设备和多个智能家居设备通信连接,例如可以与多种类型的空气调节设备通信连接,空气调节设备包括但不限于智能空调、智能风扇、智能加湿器、智能除湿器、智能空气净化器,等等。以下对图1所示的睡眠环境下的空气调节方法的流程进行说明。Please refer to FIG. 1. FIG. 1 provides an air conditioning method in a sleep environment according to an embodiment of the present disclosure. The method can be executed by an electronic device, such as a gateway device, a cloud server, and the like. Multiple smart home devices can communicate with each other. For example, they can communicate with multiple types of air-conditioning devices. The air-conditioning devices include but are not limited to smart air conditioners, smart fans, smart humidifiers, smart dehumidifiers, smart air purifiers, and so on. The flow of the air conditioning method in the sleep environment shown in FIG. 1 will be described below.
步骤101:获取目标用户在睡眠环境下的当前空气状态信息。Step 101: Acquire current air state information of the target user in the sleeping environment.
本公开实施例提供的空气调节方法可以对任意用户的睡眠环境下的空气状态进行调节,本公开实施例中以目标用户为例进行描述说明。其中的睡眠环境是指目标用户睡觉时所处的环境,例如是家里面的卧室环境,或者是酒店环境,等等。The air conditioning method provided by the embodiment of the present disclosure can adjust the air state of any user in the sleeping environment. In the embodiment of the present disclosure, a target user is taken as an example for description. The sleeping environment refers to the environment in which the target user sleeps, such as the bedroom environment at home, or the hotel environment, and so on.
当前空气状态信息,是在当前时刻下睡眠环境下的空气状态信息,空气状态信息是能够被设置为表明空气状态的相关描述信息,例如包括环境温度、环境湿度、环境中的PM2.5值、水蒸气压力、环境亮度、环境分贝值(声音),等等。The current air state information is the air state information in the sleep environment at the current moment. The air state information is related description information that can be set to indicate the air state, such as the ambient temperature, the ambient humidity, and the PM2.5 value in the environment. Water vapor pressure, ambient brightness, ambient decibel value (sound), etc.
步骤102:将当前空气状态信息输入目标舒适度感知模型得到当前舒适度值,其中,该目标舒适度感知模型是利用目标用户对空气调节设备的历史操作 数据对公共舒适度感知模型进行调整得到的,该历史操作数据表明目标用户对空气状态的舒适度需求。Step 102: Input the current air state information into the target comfort perception model to obtain the current comfort value, where the target comfort perception model is obtained by adjusting the public comfort perception model by using the historical operation data of the target user on the air-conditioning equipment , The historical operating data indicates the comfort level of the target user for the air condition.
可以通过舒适度感知模型来计算用户对当前的空气状态感知的舒适程度,本公开实施例中将用户对空气状态感知的舒适程度以舒适度值表示,不同的舒适度值表明用户感知的舒适程度不同。The comfort level of the user’s perception of the current air state can be calculated through the comfort perception model. In the embodiments of the present disclosure, the user’s perceived comfort level of the air state is expressed as a comfort level, and different comfort levels indicate the level of comfort the user perceives. different.
本公开实施例中的公共舒适度感知模型,是对大众用户普遍使用的模型,通过公共舒适度感知模型,能够计算大多数用户的一个相对比较宽泛且普适的舒适度值区间,也就是说,公共舒适度感知模型表明的是大众用户普遍且相对于宽泛的舒适度要求,但是针对某个特定的用户,例如针对目标用户可能并不适用,换言之,大众用户感觉舒适时目标用户可能并不感觉舒适,所以,本公开实施例通过用户的历史操作数据对公共舒适度感知模型进行优化和调整,以得到适配于目标用户的独立的舒适度感知模型,并且将目标用户独立专属的舒适度感知模型称作目标舒适度感知模型。The public comfort perception model in the embodiments of the present disclosure is a model commonly used by public users. Through the public comfort perception model, a relatively wide and universal comfort value range for most users can be calculated, that is to say , The public comfort perception model shows that the general and relatively broad comfort requirements of mass users, but for a specific user, for example, the target user may not be applicable. In other words, the target user may not be suitable when the mass user feels comfortable. Feel comfortable, therefore, the embodiment of the present disclosure optimizes and adjusts the public comfort perception model based on the user’s historical operation data to obtain an independent comfort perception model suitable for the target user, and the target user’s independent and exclusive comfort The perception model is called the target comfort perception model.
为便于理解,以下先对公共舒适度感知模型进行说明,在此基础上,再对舒适度感知模型的优化以得到目标舒适度感知模型的过程进行说明。For ease of understanding, the following first describes the public comfort perception model, and on this basis, the process of optimizing the comfort perception model to obtain the target comfort perception model is explained.
在相关技术中,通过大量的实验数据,得到了人体舒适度PMV(Predicted Mean Vote,预测平均评价)模型,其表达式为:In related technologies, through a large amount of experimental data, a PMV (Predicted Mean Vote) model of human body comfort is obtained, and its expression is:
PMV=[0.303e -0.036M+0.028]{M-W-3.05*10 -3 PMV=[0.303e -0.036M +0.028]{MW-3.05*10 -3
[5733-6.99(M-W)-p a]-0.42[(M-W) [5733-6.99(MW)-p a ]-0.42[(MW)
-58.15]-1.7*10 -5*M(5867-p a)-0.00148* -58.15]-1.7*10 -5 *M(5867-p a )-0.00148*
M(34-t a)-3.96*10 -8fcl[(tcl+273) 4-( M(34-t a )-3.96*10 -8 fcl[(tcl+273) 4 -(
t a+273) 4]-fcl*hc*(tcl-t a)}     (公式1) t a +273) 4 ]-fcl*hc*(tcl-t a )) (Formula 1)
以下对公式1中的各字母变量含义进行说明,其中:The following explains the meaning of each letter variable in Formula 1, where:
M为人体代谢量;M is the amount of human metabolism;
W为做功功率,具体是指用户运动时所产生的功能,例如用户在静躺时的做功功率可以认为是0;W is the working power, which specifically refers to the function generated when the user exercises. For example, the working power of the user when lying still can be considered as 0;
Pa为水蒸气压力,可以通过公式2计算,公式2中的s表示湿度:Pa is the water vapor pressure, which can be calculated by formula 2. s in formula 2 represents humidity:
Pa=s*610.6*exp(17.260*ta/(237.3+ta))   (公式2)Pa=s*610.6*exp(17.260*ta/(237.3+ta)) (Formula 2)
t a为环境温度; t a is the ambient temperature;
tcl为穿衣人体外表面平均温度,tcl可按照以下公式3计算:tcl is the average temperature of the outer surface of the human body, and tcl can be calculated according to the following formula 3:
tcl=35.7-0.028(M-W)-Icl{3.96*10 -8*fcl tcl=35.7-0.028(MW)-Icl{3.96*10 -8 *fcl
[(tcl+273) 4-(t a+273) 4]+fcl*hc(tcl-t a)}   (公式3) [(tcl+273) 4 -(t a +273) 4 ]+fcl*hc(tcl-t a )) (Formula 3)
hc为对流换热系数,
Figure PCTCN2020139915-appb-000001
v为空气流速;
hc is the convective heat transfer coefficient,
Figure PCTCN2020139915-appb-000001
v is the air velocity;
fcl为穿衣人体与裸体表面积之比,按照下的公式4计算:fcl is the ratio of the surface area of the clothed human body to the naked body, calculated according to the following formula 4:
Figure PCTCN2020139915-appb-000002
Figure PCTCN2020139915-appb-000002
Icl表示衣服热阻。Icl represents the thermal resistance of clothing.
上述公式1所表示的PMV模型是由实验获取的经验公式,但只适用于白天人体在舒适状态下的PMV计算,PMV值在[-0.5,0.5]表明处于舒适状态,在夜间睡眠过程中,由于人的代谢率M、热阻Icl等参数与白天活动时并不相同,因此需要对这部分参数进行约简调整。The PMV model represented by the above formula 1 is an empirical formula obtained from experiments, but it is only applicable to the PMV calculation of the human body in a comfortable state during the day. The PMV value in [-0.5,0.5] indicates that it is in a comfortable state. During sleep at night, Because the human metabolic rate M, thermal resistance Icl and other parameters are different from those during daytime activities, it is necessary to reduce and adjust these parameters.
以下对公式1所表示的PMV模型进行参数调整和模型约简处理的说明。The following describes the parameter adjustment and model reduction processing of the PMV model represented by Formula 1.
(1)代谢率M,有关文献指出,人在静坐状态下的代谢率M=50W/m 2,在躺下时约为46W/m 2,在睡着时代谢率约为40W/m 2,本公开中是针对睡眠时的模型,因此代谢率取46W/m 2和40W/m 2(1) Metabolic rate M. Relevant literature points out that the metabolic rate M=50W/m 2 in a sitting state, about 46W/m 2 when lying down, and about 40W/m 2 when sleeping, In this disclosure, the model is for sleep, so the metabolic rate is 46W/m 2 and 40W/m 2 .
(2)衣物热阻Icl,相关文件中对不同衣物热阻规定了相应的热阻查询表,但对于睡眠时的被褥、床垫、枕头等物品并没有相应的热阻值,且由于南北方差异,被褥厚度等因素对热阻影响极大,因此热阻查询表不再适用。依据有关文献中并结合实际情况,寝具总热阻在冬季为2.5clo(热阻计量单位),夏季为1.5clo,春秋季约为1.8clo。(2) Clothing thermal resistance Icl. Related documents stipulate the corresponding thermal resistance query table for different clothing thermal resistances, but there is no corresponding thermal resistance value for sleeping bedding, mattresses, pillows and other items. Differences, bedding thickness and other factors have a great influence on thermal resistance, so the thermal resistance look-up table is no longer applicable. According to the relevant literature and combined with the actual situation, the total thermal resistance of bedding is 2.5clo (measurement unit of thermal resistance) in winter, 1.5clo in summer, and 1.8clo in spring and autumn.
(3)根据相关睡眠文献中,对模型进行约减,获得约减后的关于温度、湿度、风速、热阻、代谢率的舒适度方程:(3) According to the related sleep literature, the model is reduced, and the reduced comfort equations about temperature, humidity, wind speed, thermal resistance, and metabolic rate are obtained:
Figure PCTCN2020139915-appb-000003
Figure PCTCN2020139915-appb-000003
所计算的PMV值域为[-3,3],当处于[-0.5,0.5]内为舒适状态,[-3,-0.5]为冷不舒适状态,[0.5,3]为热不舒适状态,如图2所示。The calculated PMV value range is [-3,3], when it is in [-0.5,0.5], it is in a comfortable state, [-3,-0.5] is in a cold and uncomfortable state, and [0.5,3] is in a thermally uncomfortable state ,as shown in picture 2.
上面公式5所表示的PMV模型即可理解为是前述的公共舒适度感知模型,如前所述的,在公共舒适度感知模型的基础上,本公开实施例通过通过机器学习的人工智能处理方式,利用用户对温度调节设备的历史操作数据对公共舒适度感知模型进行优化和调整,以针对目标用户对舒适度进行自学习,从而得到目标用户专属的目标公共舒适度感知模型,由于用户对温度调节设备的历史操作数据能够表明目标用户对空气状态的舒适度需求,所以得到的目标公共舒适度感知模型能够较为准确地反映出目标用户个人对舒适度的感知需求,从而实现不同用户之间对于舒适度感知的差异化需求。The PMV model represented by formula 5 above can be understood as the aforementioned public comfort perception model. As mentioned above, on the basis of the public comfort perception model, the embodiments of the present disclosure adopt an artificial intelligence processing method through machine learning. Optimize and adjust the public comfort perception model by using the user’s historical operation data of the temperature adjustment device to self-learn the comfort level for the target user, thereby obtaining the target public comfort perception model exclusive to the target user. The historical operating data of the adjustment device can indicate the comfort level of the target user for the air condition, so the obtained target public comfort perception model can more accurately reflect the target user’s personal comfort perception needs, so as to realize the difference between different users. Differentiated needs for comfort perception.
具体来说,可以获取目标用户对应的多组历史操作数据,其中的每组历史操作数据包括目标用户对空气调节设备的操作数据和操作前后该空气调节设备的功能参数信。进一步地,可以确定每组历史操作数据中操作前的功能参数信息对应在公共舒适度感知模型中的第一舒适度值,以及确定该组历史样本数据中操作后的功能参数信息对应在公共舒适度感知模型中的第二舒适度值,最后再根据第一舒适度值和第二舒适度值,对公共舒适度感知模型中的舒适度值区间进行调整,以得到调整后的舒适度值区间,并将调整后的舒适度值区间确定为目标舒适度感知模型的理想舒适度值区间,以此得到目标舒适度感知模型。Specifically, multiple sets of historical operation data corresponding to the target user can be obtained, where each set of historical operation data includes the target user's operation data on the air-conditioning equipment and information on the function parameters of the air-conditioning equipment before and after the operation. Further, it can be determined that the functional parameter information before the operation in each set of historical operation data corresponds to the first comfort value in the public comfort perception model, and it can be determined that the functional parameter information after the operation in the set of historical sample data corresponds to the public comfort The second comfort value in the degree perception model, and finally according to the first comfort value and the second comfort value, the comfort value interval in the public comfort perception model is adjusted to obtain the adjusted comfort value interval , And determine the adjusted comfort value interval as the ideal comfort value interval of the target comfort perception model to obtain the target comfort perception model.
如公式5中求取的PMV值在[-0.5,0.5]范围内表示为舒适状态,然而这并不是适用于所有人(比如在24℃时,有人感觉寒冷,有的人觉得舒适,那么同一温度下所得的PMV值不应该相同),因此针对不同用户(例如针对目标用户)需要对PMV值进行动态调整,具体调整方法参见以下说明。For example, the PMV value obtained in formula 5 is expressed as a comfortable state in the range of [-0.5,0.5], but this is not suitable for everyone (for example, at 24℃, some people feel cold, some people feel comfortable, then the same The PMV value obtained under temperature should not be the same), so the PMV value needs to be dynamically adjusted for different users (for example, for target users). For specific adjustment methods, see the following description.
首先,通过收集目标用户的历史操作数据,当该目标用户改变或调整空调温度时,则表明其对当前环境不满意,觉得冷或热,收集用户操作空调前的室 内温度,若调高,表明在当前温度下为寒冷,若降低,则表明在当前温度下为热,长时间不调整则为满意,根据调整前的温度,按上述公式5计算该温度下所对应的PMV收集数据并整理得到部分数据如表1所示:First, by collecting historical operation data of the target user, when the target user changes or adjusts the temperature of the air conditioner, it indicates that he is not satisfied with the current environment and feels cold or hot. Collect the indoor temperature before the user operates the air conditioner. If it is increased, it indicates It is cold at the current temperature. If it decreases, it means it is hot at the current temperature. If it is not adjusted for a long time, it is satisfactory. According to the temperature before adjustment, calculate the PMV collected data corresponding to the temperature according to the above formula 5 and sort it out. Part of the data is shown in Table 1:
表1Table 1
调整温度前PMV值PMV value before adjusting temperature 冷热感觉Hot and cold sensation
-0.8-0.8 cold
-0.7-0.7 舒适Comfortable
-0.6-0.6 舒适Comfortable
0.50.5 hot
其次,根据获取的历史用户数据,调整该目标用户舒适状态下所对应的区间,调整方法和规则为:Secondly, according to the acquired historical user data, adjust the interval corresponding to the comfortable state of the target user. The adjustment methods and rules are as follows:
先定义舒适度区间如图3所示。First define the comfort zone as shown in Figure 3.
(1)初始状态下PMV值的范围A为[-0.5,0.5],从第一条数据开始读入,若读取PMV值对应的感觉标签为“舒适”,且PMV值在A内,则不调整;(1) In the initial state, the range of PMV value A is [-0.5,0.5]. Start reading from the first piece of data. If the sensory tag corresponding to the PMV value read is "comfortable" and the PMV value is within A, then No adjustment
(2)若读取PMV值在范围A1内,且对应的标签为“冷”,则也不调整范围;(2) If the read PMV value is within the range A1, and the corresponding label is "cold", the range is not adjusted;
(3)若读取PMV值在范围A2内,且对应的标签为“热”,则不调整范围;(3) If the read PMV value is within the range A2 and the corresponding label is "hot", the range is not adjusted;
(4)若读取PMV值在范围在A1内,但对应的标签为“舒适”,则应向左调整x2的值,x2值调整为所读取的PMV值;(4) If the read PMV value is within the range of A1, but the corresponding label is "comfort", then the value of x2 should be adjusted to the left, and the value of x2 should be adjusted to the read PMV value;
(5)同理若读取的PMV在区间A内,但对应的标签为“冷”,则应向右调整x2的值,x2值调整至所读取的PMV值;(5) Similarly, if the read PMV is in interval A, but the corresponding label is "cold", then the value of x2 should be adjusted to the right, and the value of x2 should be adjusted to the read PMV value;
(6)若读取的PMV在区间A内,但对应的标签为“热”,则应向左调整x3的值,x3值调整至所读取的PMV值;(6) If the read PMV is in interval A, but the corresponding label is "hot", then the value of x3 should be adjusted to the left, and the value of x3 should be adjusted to the read PMV value;
(7)若读取的PMV在区间A2范围内,但对应的标签为“舒适”,则应向右调整x3的值,x3值调整至所读取的PMV值。(7) If the read PMV is within the range of A2, but the corresponding label is "comfort", then the value of x3 should be adjusted to the right, and the value of x3 should be adjusted to the read PMV value.
根据上述多条调整规则,依据目标用户大量的历史操作数据,按照规则调 整,则最终可学习到目标用户在舒适状态下的PMV范围,即学习到该目标用户自己独立专属对应的舒适度区间,从而得到目标用户独立专属的目标舒适度感知模型。例如,学习到目标用户的舒适度区间如图4所示的,可见[-0.9,0.3]是目标用户的理想舒适度区间,相对于大众的[-0.5,0.5]的舒适度区间,可以认为目标用户更喜欢冷一点的空气状态,也就是说,相对于大众感觉冷的时候,目标用户却是觉得较为舒适的。According to the above-mentioned multiple adjustment rules, according to the large amount of historical operation data of the target user, and adjusted according to the rules, you can finally learn the PMV range of the target user in a comfortable state, that is, learn the independent and exclusive comfort range of the target user. In this way, an independent and exclusive target comfort perception model for the target user is obtained. For example, learning the comfort range of the target user is shown in Figure 4. It can be seen that [-0.9,0.3] is the ideal comfort range of the target user. Compared to the general comfort range of [-0.5,0.5], it can be considered The target user prefers a cooler air condition, that is to say, the target user feels more comfortable when compared to when the public feels cold.
在一些实施方式中,在得到目标用户独立专属的目标舒适度感知模型之后,例如公式3所示,公式3是关于温度、水蒸气压力、湿度等相关变量的计算公式,所以,可以将当前空气状态信息输入目标舒适度感知模型进行计算,以将计算输出的舒适度值作为目标用户的当前舒适度值。In some implementations, after the target user's independent and exclusive target comfort perception model is obtained, for example, as shown in formula 3, formula 3 is a calculation formula for related variables such as temperature, water vapor pressure, and humidity. Therefore, the current air The state information is input into the target comfort perception model for calculation, and the calculated comfort value is used as the current comfort value of the target user.
步骤103:确定当前舒适度值是否在目标用户在目标舒适度感知模型下的理想舒适度值区间内,其中,目标用户对该理想舒适度值区间对应的空气状态感觉舒适。Step 103: Determine whether the current comfort value is within the ideal comfort value range of the target user under the target comfort perception model, where the target user feels comfortable with the air state corresponding to the ideal comfort value range.
步骤104:若当前舒适度值在理想舒适度值区间之外,则根据理想舒适度值区间中的舒适度值和目标舒适度感知模型,确定与目标用户相适应的目标空气状态信息。Step 104: If the current comfort value is outside the ideal comfort value range, determine the target air state information suitable for the target user according to the comfort value in the ideal comfort value range and the target comfort perception model.
若目标用户的当前舒适度值在理想舒适度值区间之外,即表明目标用户当前感觉可能不太舒适,例如处于“冷不舒适”区间而感觉较冷,或者处于“热不舒适”区间而感觉较热。为此,则可以选取一个能够让目标用户感觉“舒适”的舒适度值输入到目标舒适度感知模型,以反向计算出与舒适度值对应的空气状态信息,例如将计算得到的该空气状态信息称作目标空气状态信息,例如目标空气状态信息是:温度23℃、湿度60%等。If the current comfort value of the target user is outside the ideal comfort value range, it means that the target user may not feel comfortable currently, such as being in the "cold discomfort" range and feeling cold, or in the "hot discomfort" range and It feels hotter. To this end, you can select a comfort value that can make the target user feel "comfortable" and input it into the target comfort perception model to reversely calculate the air state information corresponding to the comfort value, for example, the calculated air state The information is called target air state information. For example, the target air state information is: temperature 23°C, humidity 60%, and so on.
PMV模型一旦代谢率和热阻确定后,仅是关于环境温度、湿度、风速等自然条件的模型,不能够反映出人的生理变化引起的变化,因此,要想让设备主动“感知”冷热,所以本公开实施例中还可以结合用户的实时人体温度对于冷热的真实感知来对目标空气状态信息进行确定,这样将用户侧实际的生理变化 考虑在内,可以提高确定目标空气状态信息的准确性。Once the metabolic rate and thermal resistance of the PMV model are determined, it is only a model of natural conditions such as ambient temperature, humidity, and wind speed, and cannot reflect changes caused by human physiological changes. Therefore, it is necessary for the device to actively "perceive" heat and cold. Therefore, in the embodiments of the present disclosure, the target air state information can also be determined in combination with the user’s real-time human body temperature's true perception of cold and heat. In this way, the actual physiological changes on the user side can be taken into account to improve the determination of the target air state information. accuracy.
首先,可以依据人体生理变化,建立人体热感觉模型,具体建模过程如下:First, the human body thermal sensory model can be established based on the physiological changes of the human body. The specific modeling process is as follows:
人体体温是反应人体冷热感觉的一个重要指标,环境温度越高,人体体温就越高,感觉越热。考虑到PMV的取值范围为[-3,3],热感觉模型所对应的值域也应为[-3,3],且人体温度差理论上在[-∞,+∞]内变化,因此可以建立如下热感觉模型:Human body temperature is an important indicator that reflects the human body's hot and cold feelings. The higher the ambient temperature, the higher the human body temperature and the warmer it feels. Considering that the value range of PMV is [-3,3], the value range corresponding to the thermal sensation model should also be [-3,3], and the human body temperature difference theoretically changes within [-∞,+∞], Therefore, the following thermal sensation model can be established:
Figure PCTCN2020139915-appb-000004
Figure PCTCN2020139915-appb-000004
其中,T为用户的当前体温;Tc为用户在舒适状态下的人体体温,例如睡眠状态下的Tc是34.6℃;α为温度敏感因子,表示人体体温对环境温度变化的敏感程度。Among them, T is the user's current body temperature; Tc is the user's body temperature in a comfortable state, for example, the Tc in a sleep state is 34.6°C; α is a temperature sensitivity factor, which indicates the sensitivity of the body temperature to environmental temperature changes.
参照图5所示的人体热感觉模型所对应的曲线示意图,从该模型中可以看出,该模型为tan函数,当人体体温处于最舒适状态体温时,热感觉值feeling为0,当体温低于舒适状态下时,计算热感觉值feeling<0,当体温高于舒适温度时,热感觉值feeling>0,且当温度高于一定值时,热感觉达到极限,趋势缓慢,该模型能够很好的反映人体热感觉随体温的变化情况,与实际情况相符。Referring to the schematic diagram of the curve corresponding to the human thermal sensation model shown in Figure 5, it can be seen from the model that the model is a tan function. When the human body temperature is in the most comfortable state, the thermal sensation value feeling is 0, and when the body temperature is low In a comfortable state, calculate the thermal sensation value feeling<0. When the body temperature is higher than the comfortable temperature, the thermal sensation value feeling>0, and when the temperature is higher than a certain value, the thermal sensation reaches the limit and the trend is slow. This model can be very It reflects the change of human body's thermal sensation with body temperature, which is consistent with the actual situation.
本公开实施例中,可以根据理想舒适度值区间包括的多个舒适度值与目标舒适度感知模型,确定与多个舒适度值对应的多个候选空气状态信息,再根据目标用户当前的人体体温和人体热感觉模型,确定与多个候选空气状态信息对应的多个热感觉值,最后将多个热感觉值中的最优热感觉值对应的空气状态信息确定为目标空气状态信息,其中,目标用户在最优热感觉值时对温度感知的舒适度最高,即最优热感觉值是目标用户觉得冷热感觉最舒适的热感觉值。In the embodiments of the present disclosure, according to the multiple comfort values included in the ideal comfort value interval and the target comfort perception model, multiple candidate air state information corresponding to the multiple comfort values can be determined, and then according to the current human body of the target user Body temperature and human body thermal sensation model, determine multiple thermal sensation values corresponding to multiple candidate air state information, and finally determine the air state information corresponding to the optimal thermal sensation value among the multiple thermal sensation values as target air state information, where , The target user has the highest temperature perception comfort at the optimal thermal sensation value, that is, the optimal thermal sensation value is the thermal sensation value at which the target user feels the most comfortable feeling of hot and cold.
假设同时结合目标用户的目标舒适度感知模型和人体热感觉模型而二道的睡眠舒适度模型可以用如下公式7表示:Assuming that the target comfort perception model of the target user and the human thermal perception model are combined at the same time, the second sleep comfort model can be expressed by the following formula 7:
SleepComfort=α·PMV+β·feeling   (公式7)SleepComfort=α·PMV+β·feeling (Formula 7)
对于目标用户来说,公式7中的PMV表示目标用户独立专属的目标舒适 度感知模型,feeling可以理解为是前述的人体热感觉模型,α和β表示权重系数,α和β的和为1。For the target user, PMV in Equation 7 represents the target user's independent and exclusive target comfort perception model, feeling can be understood as the aforementioned human body thermal sensory model, α and β represent weighting coefficients, and the sum of α and β is 1.
那么根据公式7可知,当SleepComfort→0时,用户越接近舒适,根据用户睡眠阶段,获取对应的体温情况,则feeling值可以按照公式6计算出来,那么式7求解转化为使得SleepComfort→0的寻优模型,寻求与环境温度、湿度、风速有关的最合适的PMV值,即为当前用户的最舒适状态下的环境条件。Then according to formula 7, when SleepComfort→0, the user is closer to being comfortable. According to the user's sleep stage, the corresponding body temperature can be obtained, and the feeling value can be calculated according to formula 6, then the solution of formula 7 is transformed into the search of SleepComfort→0 The optimal model seeks the most suitable PMV value related to the ambient temperature, humidity, and wind speed, which is the environmental condition under the most comfortable state of the current user.
这样,不仅考虑了能够描述睡眠环境的舒适度模型,还同时考虑能够描述用户自身(主要是人体体温)对睡眠环境的真实感知的人体热感知模型,如此得到的目标空气状态信息更为准确。In this way, not only the comfort model that can describe the sleeping environment is considered, but also the human thermal perception model that can describe the user's own (mainly human body temperature) real perception of the sleeping environment is considered, and the target air state information obtained in this way is more accurate.
在上述利用人体热感觉模型的过程中,需要获取目标用户的当前人体温度,一种可能的实现方式是通过目标用户佩戴的传感器来实时检测目标用户的当前人体温度,另外一种可能的实现方式是通过睡眠阶段预测模型来预测目标用户当前的睡眠阶段,再根据经验知识中的各个睡眠阶段人体体温的变化规律来预测目标用户的当前人体温度。In the above process of using the human body thermal sensory model, the current human body temperature of the target user needs to be obtained. One possible implementation method is to detect the current human body temperature of the target user in real time through a sensor worn by the target user. Another possible implementation method The sleep stage prediction model is used to predict the current sleep stage of the target user, and then the current body temperature of the target user is predicted based on the change law of the human body temperature in each sleep stage in the empirical knowledge.
其中,对于通过睡眠阶段预测模型的方式获得目标用户的当前人体温度的方式,其中的睡眠阶段预测模型是根据目标户的睡眠状态数据和对应标注有睡眠阶段标签的多组历史睡眠状态数据对公共睡眠阶段预测模型进行训练得到的,这样根据目标用户自身的数据训练得到的睡眠阶段预测模型能够根据用户个人的真实睡眠情况对其睡眠阶段进行准确预测。在该方式中,可以先获取目标用户在睡眠过程中的睡眠状态数据,再根据睡眠状态数据和已训练的睡眠阶段预测模型确定目标用户的当前睡眠阶段,进而再根据当前睡眠阶段确定目标用户当前的人体体温。Among them, for the way to obtain the current human body temperature of the target user through the sleep stage prediction model, the sleep stage prediction model is based on the sleep state data of the target user and the corresponding multiple sets of historical sleep state data marked with sleep stage tags. The sleep stage prediction model is trained, so that the sleep stage prediction model trained based on the target user’s own data can accurately predict the sleep stage of the user according to the user’s real sleep situation. In this way, you can first obtain the sleep state data of the target user during sleep, and then determine the target user's current sleep stage according to the sleep state data and the trained sleep stage prediction model, and then determine the target user's current sleep stage according to the current sleep stage Human body temperature.
人在睡眠过程中体温是在不断变化的,有文献表明,体温变化与睡眠阶段呈现一定的相关性,因此,想要抓住体温变化规律,需要对睡眠阶段能够准确判断,结合专家知识,则可计算相应的体温变化情况,睡眠阶段预测主要是依据睡眠数据进行训练,其中睡眠数据包括实时心率、呼吸、体动以及该时刻下 所对应的睡眠阶段标签,数据来源某品牌床垫采集的数据,具体预测方法如下:Human body temperature is constantly changing during sleep. Some literature shows that body temperature changes are related to the sleep stage. Therefore, to grasp the law of body temperature changes, you need to be able to accurately judge the sleep stage and combine expert knowledge. Corresponding body temperature changes can be calculated. Sleep stage prediction is mainly based on sleep data for training. Sleep data includes real-time heart rate, respiration, body movement and the corresponding sleep stage label at the moment. The data comes from data collected by a brand of mattress , The specific forecasting method is as follows:
(1)模型训练。以心率、呼吸率、体动数据(例如身体转动、头部转动、眼睛动作)归一化之后作为特征输入,睡眠阶段标签作为输出,例如可以利用SVM算法对模型进行训练。(1) Model training. The heart rate, breathing rate, and body movement data (such as body rotation, head rotation, eye movement) are normalized as the feature input, and the sleep stage label is the output. For example, the SVM algorithm can be used to train the model.
(2)睡眠阶段预测,将获取的实时睡眠状态数据(心率、呼吸、体动、眼动)输入训练好的睡眠阶段模型,获相应的睡眠阶段。(2) Sleep stage prediction: Input the acquired real-time sleep state data (heart rate, respiration, body movement, eye movement) into the trained sleep stage model to obtain the corresponding sleep stage.
睡眠过程中体温变化具有一定的节律:从开始睡觉到睡眠进入第一次浅睡阶段之前(约1小时),体温处于上升状态,随后体温开始下降,直到第二次快速眼动阶段开始,体温处于较低水平,并随着睡眠阶段呈现小幅波动,如图6所示(其中0表示清醒状态,1表示浅睡阶段,2表示深睡阶段,3表示快速眼动阶段。那么依据睡眠阶段预测,分别找出由清醒到第一次进入浅睡、第二次到达快速眼动阶段的两个时间点(图6中“*”所示),依据专家知识,假设三个时间点的皮肤温度变化分别为[a1,a2,a3]。同时,三个阶段分别涵盖了多个睡眠阶段,根据专家知识,由于不同睡眠期具有不同的睡眠需求,因此,皮肤温度会发生小幅波动,如图6中虚线所示。The body temperature changes during sleep have a certain rhythm: from the beginning of sleep to the first light sleep stage (about 1 hour), the body temperature is in a rising state, and then the body temperature begins to fall, until the second rapid eye movement stage begins, the body temperature It is at a low level and fluctuates slightly with the sleep stage, as shown in Figure 6 (where 0 means awake state, 1 means light sleep stage, 2 means deep sleep stage, and 3 means rapid eye movement stage. Then predict according to sleep stage , Respectively find out the two time points from being awake to entering light sleep for the first time and reaching the rapid eye movement phase for the second time (shown by "*" in Figure 6). Based on expert knowledge, suppose the skin temperature at the three time points The changes are [a1, a2, a3]. At the same time, the three stages respectively cover multiple sleep stages. According to expert knowledge, because different sleep periods have different sleep requirements, the skin temperature will fluctuate slightly, as shown in Figure 6. Shown by the dotted line.
步骤105:根据目标空气状态信息,确定对应需要调节的空气参数调节信息。Step 105: According to the target air state information, determine the corresponding air parameter adjustment information that needs to be adjusted.
如前所述的,目标空气状态信息是温度23℃、湿度60%等,假设当前环境温度是27℃、湿度为80%,那么对应需要调节的空气参数类型则是温度和湿度,而温度的调整幅度是“降低4℃”,湿度的调整幅度是“降低20%”,那么则可以将确定出的需要调节的空气参数类型和对应的调整幅度理解为是空气参数调节信息。As mentioned earlier, the target air status information is temperature 23℃, humidity 60%, etc. Assuming that the current ambient temperature is 27℃ and humidity is 80%, then the corresponding air parameter types that need to be adjusted are temperature and humidity, and temperature The adjustment range is "4°C lower" and the humidity adjustment range is "20% lower", then the determined type of air parameter to be adjusted and the corresponding adjustment range can be understood as air parameter adjustment information.
步骤106:控制目标空气调节设备根据空气参数调节信息运行,以对睡眠环境下的空气状态进行调整。Step 106: Control the target air conditioning device to operate according to the air parameter adjustment information to adjust the air state in the sleeping environment.
如前所述的,空气参数调节信息可以表明需要调节的空气参数类型和对应的调整幅度,基于此,可以确定本次空气调节的调节需求,再从满足该调节需 求的候选空气调节设备中,选择调节前述的空气参数类型和调整幅度的能耗满足设定条件的作为目标空气调节设备,进而再通过目标空气调节设备来进行空气调节,也就是说,在满足调节需求的前提下,可以优先选择设备功耗最低或者相对较低的空气调节设备来进行空气调节,这样可以尽量降低空气调节所花费的功耗。As mentioned above, the air parameter adjustment information can indicate the type of air parameter that needs to be adjusted and the corresponding adjustment range. Based on this, the adjustment demand for this air conditioning can be determined, and then from the candidate air conditioning equipment that meets the adjustment demand, Select the target air-conditioning equipment whose energy consumption to adjust the aforementioned air parameter types and adjustment ranges meets the set conditions, and then use the target air-conditioning equipment to perform air conditioning, that is, on the premise of meeting the regulation requirements, priority can be given Choose the air conditioning equipment with the lowest or relatively low power consumption for air conditioning, so as to minimize the power consumption of air conditioning.
在一种实施方式中,在确定了需要调节的空气参数调节信息之后,还可以再确定目标用户当前的盖被覆盖率,并根据所述盖被覆盖率对前述确定好的空气参数调节信息进行调整,以得到调整后的空气参数调节信息,控制目标空气调节设备根据调整后的空气参数调节信息运行。In one embodiment, after the air parameter adjustment information that needs to be adjusted is determined, the current cover coverage rate of the target user may be determined, and the aforementioned determined air parameter adjustment information may be performed according to the cover coverage rate. Adjust to obtain adjusted air parameter adjustment information, and control the target air-conditioning device to operate according to the adjusted air parameter adjustment information.
用户尤其是小孩在睡觉时容易踢被子,例如根据床垫内的压力传感器,检测用户睡觉时的实时盖被面积和盖被覆盖率,根据盖被覆盖率的大小,对需要调节的空气参数调节信息进行一定程度的调整,如正常盖被覆盖率为80%,检测到盖被覆盖率为50%~60%时,则空调温度在原有调节基础之上应该再升高1℃,这样可避免用户由于盖被覆盖率太低而导致感冒。在一种可能的实施方式中,盖被覆盖率检测和估算的方式如图7所示,图7中,S1表示用户的身体面积,S2表示盖被的面积,则可以通过公式8来计算盖被覆盖率:Users, especially children, are easy to kick the quilt when sleeping. For example, according to the pressure sensor in the mattress, it can detect the real-time quilt area and cover coverage rate of the user while sleeping, and adjust the air parameters that need to be adjusted according to the size of the cover coverage rate. The information is adjusted to a certain extent. For example, when the normal cover coverage rate is 80%, and the detected cover coverage rate is 50% to 60%, the air conditioner temperature should be increased by 1°C on the basis of the original adjustment, which can avoid The user has a cold due to the low coverage rate of the cover. In a possible implementation manner, the method for detecting and estimating the coverage rate of the cover is shown in Figure 7. In Figure 7, S1 represents the user's body area and S2 represents the area of the cover. Then the cover can be calculated by formula 8. Covered rate:
Figure PCTCN2020139915-appb-000005
Figure PCTCN2020139915-appb-000005
在本公开实施例中,通过对公共舒适度感知模型进行调整得到的目标舒适度感知模型来对目标用户当前的睡眠环境中的舒适度值进行评估,若发现得到的当前舒适度值不在目标用户在目标舒适度感知模型下的理想舒适度值区间内,则表明目标用户当前并不感觉舒适,进而可以通过理想舒适度值区间中的舒适度值和目标舒适度感知模型,确定与目标用户相适应的目标空气状态信息,再根据得到的目标空气状态信息对空气状态进行调整,以尽量满足用户的睡眠状态下的舒适度感知需求。并且由于是通过目标专属独有的目标舒适度感知模型来进行空气调整,在实现对用户差异化的舒适度调整的基础上,还可以确保 用户舒适度感知判断的准确性,进而提高对睡眠环境下的空气状态进行准确、有效调节,以使得、在睡眠环境下的空气状态能够尽量与用户相适应,从而让用户能够在睡眠状态下尽量感觉舒适。In the embodiments of the present disclosure, the target comfort perception model obtained by adjusting the public comfort perception model is used to evaluate the comfort value of the target user's current sleep environment, if it is found that the current comfort value obtained is not in the target user In the ideal comfort value range under the target comfort perception model, it indicates that the target user is not currently feeling comfortable, and then the comfort value in the ideal comfort value range and the target comfort perception model can be used to determine that it is similar to the target user. According to the adapted target air state information, the air state is adjusted according to the obtained target air state information, so as to meet the user's comfort perception needs in the sleep state as much as possible. And because the air adjustment is performed through the target-specific and unique target comfort perception model, on the basis of achieving differentiated comfort adjustments for users, it can also ensure the accuracy of user comfort perception judgments, thereby improving the sleep environment The state of the air under the environment is accurately and effectively adjusted, so that the state of the air in the sleeping environment can be adapted to the user as much as possible, so that the user can feel as comfortable as possible in the sleeping state.
基于同一发明构思,本公开实施例提供一种睡眠环境下的空气调节装置,该睡眠环境下的空气调节装置可以是硬件结构、软件模块、或硬件结构加软件模块。请参见图8所示,本公开实施例中的睡眠环境下的空气调节装置包括获取模块801、第一确定模块802、第二确定模块803、第三确定模块804、第四确定模块805和调整模块806,其中:Based on the same inventive concept, the embodiments of the present disclosure provide an air conditioning device in a sleeping environment. The air conditioning device in the sleeping environment may be a hardware structure, a software module, or a hardware structure plus a software module. As shown in FIG. 8, the air conditioning device in a sleep environment in the embodiment of the present disclosure includes an acquisition module 801, a first determination module 802, a second determination module 803, a third determination module 804, a fourth determination module 805, and an adjustment module. Module 806, where:
获取模块801,被设置为获取目标用户在睡眠环境下的当前空气状态信息;The obtaining module 801 is configured to obtain the current air state information of the target user in the sleeping environment;
第一确定模块802,被设置为将所述当前空气状态信息输入目标舒适度感知模型得到当前舒适度值,其中,所述目标舒适度感知模型是利用所述目标用户对空气调节设备的历史操作数据对公共舒适度感知模型进行调整得到的,所述历史操作数据表明所述目标用户对空气状态的舒适度需求;The first determining module 802 is configured to input the current air state information into a target comfort level perception model to obtain a current comfort level value, wherein the target comfort level perception model utilizes the historical operation of the air-conditioning equipment by the target user The data is obtained by adjusting the public comfort perception model, and the historical operation data indicates the comfort level of the target user for the air condition;
第二确定模块803,被设置为判断所述当前舒适度值是否在所述目标用户在所述目标舒适度感知模型下的理想舒适度值区间内,其中,所述目标用户对所述理想舒适度值区间对应的空气状态感觉舒适;The second determining module 803 is configured to determine whether the current comfort value is within an ideal comfort value interval of the target user under the target comfort perception model, wherein the target user is comfortable with the ideal comfort value. The air state corresponding to the degree value range feels comfortable;
第三确定模块804,被设置为若当前舒适度值在理想舒适度值区间之外,则根据理想舒适度值区间中的舒适度值和目标舒适度感知模型,确定与目标用户相适应的目标空气状态信息;The third determining module 804 is configured to determine a target suitable for the target user according to the comfort value in the ideal comfort value range and the target comfort perception model if the current comfort value is outside the ideal comfort value range Air status information;
第四确定模块805,被设置为根据目标空气状态信息,确定对应需要调节的空气参数调节信息;The fourth determining module 805 is configured to determine the air parameter adjustment information that needs to be adjusted according to the target air state information;
调整模块806,被设置为控制目标空气调节设备根据空气参数调节信息运行,以对睡眠环境下的空气状态进行调整。The adjustment module 806 is set to control the target air conditioning equipment to operate according to the air parameter adjustment information, so as to adjust the air state in the sleep environment.
在一种可能的实施方式中,第三确定模块804被设置为:In a possible implementation manner, the third determining module 804 is configured to:
根据理想舒适度值区间包括的多个舒适度值与目标舒适度感知模型,确定与多个舒适度值对应的多个候选空气状态信息;According to the multiple comfort values included in the ideal comfort value interval and the target comfort perception model, determine multiple candidate air state information corresponding to the multiple comfort values;
根据目标用户当前的人体体温和人体热感觉模型,确定与多个候选空气状态信息对应的多个热感觉值,其中,人体热感觉模型与用户的当前人体体温、在舒适状态下的人体体温和温度敏感因子有关;According to the target user’s current human body temperature and human body thermal sensation model, determine multiple thermal sensation values corresponding to multiple candidate air state information, where the human thermal sensation model is the same as the user’s current human body temperature and the human body temperature in a comfortable state Temperature sensitive factor related;
将多个热感觉值中的最优热感觉值对应的空气状态信息确定为目标空气状态信息,其中,目标用户在最优热感觉值时对温度感知的舒适度最高。The air state information corresponding to the optimal thermal sensation value among the multiple thermal sensation values is determined as the target air state information, where the target user has the highest temperature perception comfort at the optimal thermal sensation value.
在一种可能的实施方式中,第三确定模块804还被设置为:In a possible implementation manner, the third determining module 804 is further configured to:
获取目标用户在睡眠过程中的睡眠状态数据;Obtain the sleep state data of the target user during sleep;
根据睡眠状态数据和已训练的睡眠阶段预测模型,确定目标用户的当前睡眠阶段,其中,睡眠阶段预测模型是根据用户的睡眠状态数据和对应标注有睡眠阶段标签的多组历史睡眠状态数据对公共睡眠阶段预测模型进行训练得到的;According to the sleep state data and the trained sleep stage prediction model, the current sleep stage of the target user is determined. The sleep stage prediction model is based on the user’s sleep state data and corresponding sets of historical sleep state data marked with sleep stage tags. The sleep stage prediction model is trained;
根据当前睡眠阶段,确定目标用户当前的人体体温。According to the current sleep stage, the current body temperature of the target user is determined.
在一种可能的实施方式中,第一确定模块802还被设置为:In a possible implementation manner, the first determining module 802 is further configured to:
获取目标用户对应的多组历史操作数据,其中,每组历史操作数据包括目标用户对空气调节设备的操作数据和操作前后该空气调节设备的功能参数信息;Acquire multiple sets of historical operation data corresponding to the target user, where each set of historical operation data includes the target user's operation data on the air-conditioning equipment and functional parameter information of the air-conditioning equipment before and after the operation;
确定每组历史操作数据中操作前的功能参数信息对应在公共舒适度感知模型中的第一舒适度值,以及确定该组历史样本数据中操作后的功能参数信息对应在公共舒适度感知模型中的第二舒适度值;Determine that the functional parameter information before operation in each set of historical operation data corresponds to the first comfort value in the public comfort perception model, and determine that the functional parameter information after operation in the set of historical sample data corresponds to the public comfort perception model Second comfort value;
根据第一舒适度值和第二舒适度值,对公共舒适度感知模型中的舒适度值区间进行调整,以得到调整后的舒适度值区间,并将调整后的舒适度值区间确定为目标舒适度感知模型的理想舒适度值区间。According to the first comfort value and the second comfort value, adjust the comfort value interval in the public comfort perception model to obtain the adjusted comfort value interval, and determine the adjusted comfort value interval as the target The ideal comfort value range of the comfort perception model.
在一种可能的实施方式中,调整模块806被设置为:In a possible implementation manner, the adjustment module 806 is configured as:
确定目标用户当前的盖被覆盖率;Determine the current cover coverage rate of the target user;
根据该覆盖率对空气参数调节信息进行调整,得到调整后的空气参数调节信息;Adjust the air parameter adjustment information according to the coverage rate, and obtain the adjusted air parameter adjustment information;
控制目标空气调节设备根据调整后的空气参数调节信息运行。The control target air conditioning equipment operates according to the adjusted air parameter adjustment information.
在一种可能的实施方式中,调整模块806被设置为:In a possible implementation manner, the adjustment module 806 is configured as:
根据空气参数调节信息对应需要调整的空气参数类型和调整幅度,确定调节需求;According to the air parameter adjustment information corresponding to the type and adjustment range of the air parameter that needs to be adjusted, the adjustment demand is determined;
从满足调节需求的候选空气调节设备中,选择调节空气参数类型和调整幅度的能耗满足设定条件的作为目标空气调节设备。From the candidate air-conditioning equipment that meets the adjustment requirements, select the air-conditioning equipment whose type of air-conditioning parameters and the energy consumption of the adjustment range meet the set conditions as the target air-conditioning equipment.
前述的睡眠环境下的空气调节方法的实施例中涉及的各步骤的所有相关内容均可以援引到本公开实施例中的探测网络质量的装置所对应的功能模块的功能描述,在此不再赘述。All relevant content of the steps involved in the foregoing embodiment of the air conditioning method in a sleep environment can be cited in the functional description of the functional module corresponding to the device for detecting network quality in the embodiment of the present disclosure, and will not be repeated here. .
本公开实施例中对模块的划分是示意性的,仅仅为一种逻辑功能划分,实际实现时可以有另外的划分方式,另外,在本公开各个实施例中的各功能模块可以集成在一个处理器中,也可以是单独物理存在,也可以两个或两个以上模块集成在一个模块中。上述集成的模块既可以采用硬件的形式实现,也可以采用软件功能模块的形式实现。The division of modules in the embodiments of the present disclosure is illustrative, and is only a logical function division. In actual implementation, there may be other division methods. In addition, the functional modules in the various embodiments of the present disclosure may be integrated into one process. In the device, it can also exist alone physically, or two or more modules can be integrated into one module. The above-mentioned integrated modules can be implemented in the form of hardware or software function modules.
基于上述本公开实施例相同构思,本公开实施例还提供一种电子设备,该电子设备例如是网关设备或者云端服务器,该电子设备能够执行如前所述的睡眠环境下的空气调节方法。如图9所示,本公开实施例中的电子设备包括至少一个处理器901,以及与至少一个处理器901连接的存储器902和通信接口903,本公开实施例中不限定处理器901与存储器902之间的具体连接介质,图9中是以处理器901和存储器902之间通过总线900连接为例,总线900在图9中以粗线表示,其它部件之间的连接方式,仅是进行示意性说明,并不引以为限。总线900可以分为地址总线、数据总线、控制总线等,为便于表示,图9中仅用一条粗线表示,但并不表示仅有一根总线或一种类型的总线。Based on the same concept as the above embodiments of the present disclosure, the embodiments of the present disclosure also provide an electronic device, such as a gateway device or a cloud server, which can execute the aforementioned air conditioning method in a sleep environment. As shown in FIG. 9, the electronic device in the embodiment of the present disclosure includes at least one processor 901, and a memory 902 and a communication interface 903 connected to the at least one processor 901. The embodiment of the present disclosure does not limit the processor 901 and the memory 902. The specific connection medium between the processor 901 and the memory 902 is connected through the bus 900 as an example in FIG. 9. The bus 900 is represented by a thick line in FIG. 9. The connection mode between other components is only for illustration Sexual description is not limited. The bus 900 can be divided into an address bus, a data bus, a control bus, etc. For ease of presentation, only a thick line is shown in FIG. 9, but it does not mean that there is only one bus or one type of bus.
在本公开实施例中,存储器902存储有可被至少一个处理器901执行的指令,至少一个处理器901通过执行存储器902存储的指令,可以执行前述的推荐多媒体内容的方法中所包括的步骤。In the embodiment of the present disclosure, the memory 902 stores instructions that can be executed by at least one processor 901, and the at least one processor 901 can execute the steps included in the aforementioned method for recommending multimedia content by executing the instructions stored in the memory 902.
其中,处理器901是电子设备的控制中心,可以利用各种接口和线路连接整个电子设备的各个部分,通过运行或执行存储在存储器902内的指令以及调用存储在存储器902内的数据,电子设备的各种功能和处理数据,从而对电子设备进行整体监控。在一些实施方式中,处理器901可包括一个或多个处理单元,处理器901可集成应用处理器和调制解调处理器,其中,处理器901主要处理操作系统、用户界面和应用程序等,调制解调处理器主要处理无线通信。可以理解的是,上述调制解调处理器也可以不集成到处理器901中。在一些实施例中,处理器901和存储器902可以在同一芯片上实现,在一些实施例中,它们也可以在独立的芯片上分别实现。Among them, the processor 901 is the control center of the electronic device, which can use various interfaces and lines to connect the various parts of the entire electronic device. By running or executing the instructions stored in the memory 902 and calling the data stored in the memory 902, the electronic device The various functions and processing data of the electronic equipment can be used to monitor the electronic equipment as a whole. In some embodiments, the processor 901 may include one or more processing units, and the processor 901 may integrate an application processor and a modem processor, where the processor 901 mainly processes an operating system, a user interface, and application programs, etc. The modem processor mainly deals with wireless communication. It can be understood that the foregoing modem processor may not be integrated into the processor 901. In some embodiments, the processor 901 and the memory 902 may be implemented on the same chip, and in some embodiments, they may also be implemented on separate chips.
处理器901可以是通用处理器,例如中央处理器(CPU)、数字信号处理器、专用集成电路、现场可编程门阵列或者其他可编程逻辑器件、分立门或者晶体管逻辑器件、分立硬件组件,可以实现或者执行本公开实施例中公开的各方法、步骤及逻辑框图。通用处理器可以是微处理器或者任何常规的处理器等。结合本公开实施例所公开的方法的步骤可以直接体现为硬件处理器执行完成,或者用处理器中的硬件及软件模块组合执行完成。The processor 901 may be a general-purpose processor, such as a central processing unit (CPU), a digital signal processor, an application specific integrated circuit, a field programmable gate array or other programmable logic devices, discrete gates or transistor logic devices, discrete hardware components, Implement or execute the methods, steps, and logical block diagrams disclosed in the embodiments of the present disclosure. The general-purpose processor may be a microprocessor or any conventional processor or the like. The steps of the method disclosed in combination with the embodiments of the present disclosure may be directly embodied as executed and completed by a hardware processor, or executed and completed by a combination of hardware and software modules in the processor.
存储器902作为一种非易失性计算机可读存储介质,可被设置为存储非易失性软件程序、非易失性计算机可执行程序以及模块。存储器902可以包括至少一种类型的存储介质,例如可以包括闪存、硬盘、多媒体卡、卡型存储器、随机访问存储器(Random Access Memory,RAM)、静态随机访问存储器(Static Random Access Memory,SRAM)、可编程只读存储器(Programmable Read Only Memory,PROM)、只读存储器(Read Only Memory,ROM)、带电可擦除可编程只读存储器(Electrically Erasable Programmable Read-Only Memory,EEPROM)、磁性存储器、磁盘、光盘等等。存储器902是能够被设置为携带或存储具有指令或数据结构形式的期望的程序代码并能够由计算机存取的任何其他介质,但不限于此。本公开实施例中的存储器902还可以是电路或者其它任意能够实现存储功能的装置,被设置为存储程序指令和/或数据。The memory 902, as a non-volatile computer-readable storage medium, can be configured to store non-volatile software programs, non-volatile computer-executable programs, and modules. The memory 902 may include at least one type of storage medium, for example, may include flash memory, hard disk, multimedia card, card-type memory, random access memory (Random Access Memory, RAM), static random access memory (Static Random Access Memory, SRAM), Programmable Read Only Memory (PROM), Read Only Memory (ROM), Electrically Erasable Programmable Read-Only Memory (EEPROM), magnetic memory, disk , CD, etc. The memory 902 is any other medium that can be configured to carry or store desired program codes in the form of instructions or data structures and that can be accessed by a computer, but is not limited thereto. The memory 902 in the embodiment of the present disclosure may also be a circuit or any other device capable of realizing a storage function, and is configured to store program instructions and/or data.
通信接口903是能够被设置为进行通信的传输接口,例如可以通过通信接口903接收数据或者发送数据。The communication interface 903 is a transmission interface that can be set to perform communication. For example, the communication interface 903 can receive data or send data.
继续参见图9,该电子设备还包括帮助电子设备内的各个器件之间传输信息的基本输入/输出系统(I/O系统)904、被设置为存储操作系统905、应用程序906和其他程序模块907的大容量存储设备908。Continuing to refer to FIG. 9, the electronic device also includes a basic input/output system (I/O system) 904 that helps to transfer information between various devices in the electronic device, and is set to store an operating system 905, application programs 906, and other program modules 907 mass storage device 908.
基本输入/输出系统904包括有被设置为显示信息的显示器909和被设置为用户输入信息的诸如鼠标、键盘之类的输入设备910。其中显示器909和输入设备910都通过连接到系统总线900的基本输入/输出系统904连接到处理器901。所述基本输入/输出系统904还可以包括输入输出控制器以被设置为接收和处理来自键盘、鼠标、或电子触控笔等多个其他设备的输入。类似地,输入输出控制器还提供输出到显示屏、打印机或其他类型的输出设备。The basic input/output system 904 includes a display 909 configured to display information and an input device 910 configured to input information by a user, such as a mouse and a keyboard. The display 909 and the input device 910 are both connected to the processor 901 through the basic input/output system 904 connected to the system bus 900. The basic input/output system 904 may also include an input and output controller configured to receive and process input from multiple other devices such as a keyboard, a mouse, or an electronic stylus. Similarly, the I/O controller also provides output to a display screen, printer, or other type of output device.
所述大容量存储设备908通过连接到系统总线900的大容量存储控制器(未示出)连接到处理器901。所述大容量存储设备908及其相关联的计算机可读介质为该服务器包提供非易失性存储。也就是说,大容量存储设备908可以包括诸如硬盘或者CD-ROM驱动器之类的计算机可读介质(未示出)。The mass storage device 908 is connected to the processor 901 through a mass storage controller (not shown) connected to the system bus 900. The mass storage device 908 and its associated computer readable medium provide non-volatile storage for the server package. That is, the mass storage device 908 may include a computer-readable medium (not shown) such as a hard disk or a CD-ROM drive.
根据本公开的各种实施例,该电子设备包还可以通过诸如因特网等网络连接到网络上的远程计算机运行。也即该电子设备可以通过连接在所述系统总线900上的通信接口903连接到网络911,或者说,也可以使用通信接口903来连接到其他类型的网络或远程计算机系统(未示出)。According to various embodiments of the present disclosure, the electronic device package can also be operated by a remote computer connected to the network through a network such as the Internet. That is, the electronic device can be connected to the network 911 through the communication interface 903 connected to the system bus 900, or in other words, the communication interface 903 can also be used to connect to other types of networks or remote computer systems (not shown).
基于同一发明构思,本公开实施例还提供一种存储介质,该存储介质存储有计算机指令,当该计算机指令在计算机上运行时,使得计算机执行如前述的睡眠环境下的空气调节方法的步骤。Based on the same inventive concept, embodiments of the present disclosure also provide a storage medium that stores computer instructions, and when the computer instructions run on a computer, the computer executes the steps of the aforementioned air conditioning method in a sleep environment.
在一些可能的实施方式中,本公开提供的睡眠环境下的空气调节方法的各个方面还可以实现为一种程序产品的形式,其包括程序代码,当程序产品在电子设备上运行时,程序代码被设置为使该电子设备执行本说明书上述描述的根据本公开各种示例性实施方式的睡眠环境下的空气调节方法中的步骤。In some possible implementation manners, various aspects of the air conditioning method in a sleep environment provided by the present disclosure can also be implemented in the form of a program product, which includes program code. When the program product runs on an electronic device, the program code It is configured to cause the electronic device to execute the steps in the air conditioning method in a sleep environment according to various exemplary embodiments of the present disclosure described above in this specification.
本领域内的技术人员应明白,本公开的实施例可提供为方法、系统、或计算机程序产品。因此,本公开可采用完全硬件实施例、完全软件实施例、或结合软件和硬件方面的实施例的形式。而且,本公开可采用在一个或多个其中包含有计算机可用程序代码的计算机可用存储介质(包括但不限于磁盘存储器、CD-ROM、光学存储器等)上实施的计算机程序产品的形式。Those skilled in the art should understand that the embodiments of the present disclosure can be provided as a method, a system, or a computer program product. Therefore, the present disclosure may adopt the form of a complete hardware embodiment, a complete software embodiment, or an embodiment combining software and hardware. Moreover, the present disclosure may take the form of a computer program product implemented on one or more computer-usable storage media (including but not limited to disk storage, CD-ROM, optical storage, etc.) containing computer-usable program codes.
本公开是参照根据本公开的方法、设备(系统)、和计算机程序产品的流程图和/或方框图来描述的。应理解可由计算机程序指令实现流程图和/或方框图中的每一流程和/或方框、以及流程图和/或方框图中的流程和/或方框的结合。可提供这些计算机程序指令到通用计算机、专用计算机、嵌入式处理机或其他可编程数据处理设备的处理器以产生一个机器,使得通过计算机或其他可编程数据处理设备的处理器执行的指令产生被设置为实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能的装置。The present disclosure is described with reference to flowcharts and/or block diagrams of methods, devices (systems), and computer program products according to the present disclosure. It should be understood that each process and/or block in the flowchart and/or block diagram, and the combination of processes and/or blocks in the flowchart and/or block diagram can be implemented by computer program instructions. These computer program instructions can be provided to the processor of a general-purpose computer, a special-purpose computer, an embedded processor or other programmable data processing equipment to generate a machine, so that the instructions executed by the processor of the computer or other programmable data processing equipment are generated by the processor of the computer or other programmable data processing equipment. A device configured to implement the functions specified in one process or multiple processes in the flowchart and/or one block or multiple blocks in the block diagram.
这些计算机程序指令也可存储在能引导计算机或其他可编程数据处理设备以特定方式工作的计算机可读存储器中,使得存储在该计算机可读存储器中的指令产生包括指令装置的制造品,该指令装置实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能。These computer program instructions can also be stored in a computer-readable memory that can direct a computer or other programmable data processing equipment to work in a specific manner, so that the instructions stored in the computer-readable memory produce an article of manufacture including the instruction device. The device implements the functions specified in one process or multiple processes in the flowchart and/or one block or multiple blocks in the block diagram.
这些计算机程序指令也可装载到计算机或其他可编程数据处理设备上,使得在计算机或其他可编程设备上执行一系列操作步骤以产生计算机实现的处理,从而在计算机或其他可编程设备上执行的指令提供被设置为实现在流程图一个流程或多个流程和/或方框图一个方框或多个方框中指定的功能的步骤。These computer program instructions can also be loaded on a computer or other programmable data processing equipment, so that a series of operation steps are executed on the computer or other programmable equipment to produce computer-implemented processing, so as to execute on the computer or other programmable equipment. The instructions provide steps that are set to implement functions specified in one process or multiple processes in the flowchart and/or one block or multiple blocks in the block diagram.
显然,本领域的技术人员可以对本公开进行各种改动和变型而不脱离本公开的精神和范围。这样,倘若本公开的这些修改和变型属于本公开权利要求及其等同技术的范围之内,则本公开也意图包含这些改动和变型在内。Obviously, those skilled in the art can make various changes and modifications to the present disclosure without departing from the spirit and scope of the present disclosure. In this way, if these modifications and variations of the present disclosure fall within the scope of the claims of the present disclosure and equivalent technologies, the present disclosure also intends to include these modifications and variations.

Claims (10)

  1. 一种睡眠环境下的空气调节方法,所述方法包括:An air conditioning method in a sleeping environment, the method comprising:
    获取目标用户在睡眠环境下的当前空气状态信息;Obtain the current air state information of the target user in the sleeping environment;
    将所述当前空气状态信息输入目标舒适度感知模型得到当前舒适度值,其中,所述目标舒适度感知模型是利用所述目标用户对空气调节设备的历史操作数据对公共舒适度感知模型进行调整得到的,所述历史操作数据表明所述目标用户对空气状态的舒适度需求;Input the current air state information into the target comfort perception model to obtain the current comfort value, where the target comfort perception model uses the historical operation data of the air conditioning equipment of the target user to adjust the public comfort perception model Obtained, the historical operation data indicates the comfort level of the target user for the air condition;
    确定所述当前舒适度值是否在所述目标用户在所述目标舒适度感知模型下的理想舒适度值区间内,其中,所述目标用户对所述理想舒适度值区间对应的空气状态感觉舒适;Determine whether the current comfort value is within the ideal comfort value interval of the target user under the target comfort perception model, wherein the target user feels comfortable with the air state corresponding to the ideal comfort value interval ;
    若所述当前舒适度值在所述理想舒适度值区间之外,则根据所述理想舒适度值区间中的舒适度值和所述目标舒适度感知模型,确定与所述目标用户相适应的目标空气状态信息;If the current comfort value is outside the ideal comfort value interval, then according to the comfort value in the ideal comfort value interval and the target comfort perception model, determine the one that is suitable for the target user Target air status information;
    根据所述目标空气状态信息,确定对应需要调节的空气参数调节信息;According to the target air state information, determine the corresponding air parameter adjustment information that needs to be adjusted;
    控制目标空气调节设备根据所述空气参数调节信息运行,以对所述睡眠环境下的空气状态进行调整。The control target air conditioning device operates according to the air parameter adjustment information to adjust the air state in the sleep environment.
  2. 如权利要求1所述的方法,其中,根据所述理想舒适度值区间中的舒适度值和所述目标舒适度感知模型,确定与所述目标用户相适应的目标空气状态信息,包括:The method of claim 1, wherein determining the target air state information suitable for the target user according to the comfort value in the ideal comfort value interval and the target comfort perception model comprises:
    根据所述理想舒适度值区间包括的多个舒适度值与所述目标舒适度感知模型,确定与所述多个舒适度值对应的多个候选空气状态信息;Determine, according to the multiple comfort values included in the ideal comfort value interval and the target comfort perception model, multiple candidate air state information corresponding to the multiple comfort values;
    根据所述目标用户当前的人体体温和人体热感觉模型,确定与所述多个候选空气状态信息对应的多个热感觉值,其中,所述人体热感觉模型与用户的当前人体体温、在舒适状态下的人体体温和温度敏感因子有关;According to the target user’s current human body temperature and human body thermal sensation model, multiple thermal sensation values corresponding to the multiple candidate air state information are determined, wherein the human thermal sensation model matches the user’s current human body temperature and is comfortable Human body temperature in the state is related to temperature sensitive factors;
    将所述多个热感觉值中的最优热感觉值对应的空气状态信息确定为所述 目标空气状态信息,其中,所述目标用户在所述最优热感觉值时对温度感知的舒适度最高。The air state information corresponding to the optimal thermal sensation value among the plurality of thermal sensation values is determined as the target air state information, wherein the comfort level of the target user's temperature perception at the optimal thermal sensation value Highest.
  3. 如权利要求2所述的方法,其中,所述方法还包括:The method of claim 2, wherein the method further comprises:
    获取所述目标用户在睡眠过程中的睡眠状态数据;Acquiring sleep state data of the target user during sleep;
    根据所述睡眠状态数据和已训练的睡眠阶段预测模型,确定所述目标用户的当前睡眠阶段,其中,所述睡眠阶段预测模型是根据所述用户的睡眠状态数据和对应标注有睡眠阶段标签的多组历史睡眠状态数据对公共睡眠阶段预测模型进行训练得到的;Determine the current sleep stage of the target user according to the sleep state data and the trained sleep stage prediction model, wherein the sleep stage prediction model is based on the sleep state data of the user and the corresponding sleep stage label Multiple sets of historical sleep state data are obtained by training the public sleep stage prediction model;
    根据所述当前睡眠阶段,确定所述目标用户当前的人体体温。According to the current sleep stage, the current body temperature of the target user is determined.
  4. 如权利要求1所述的方法,其中,利用所述目标用户对空气调节设备的历史操作数据对公共舒适度感知模型进行调整,包括:The method according to claim 1, wherein the adjustment of the public comfort perception model using the historical operation data of the air-conditioning equipment by the target user comprises:
    获取所述目标用户对应的多组历史操作数据,其中,每组历史操作数据包括所述目标用户对空气调节设备的操作数据和操作前后该空气调节设备的功能参数信息;Acquiring multiple sets of historical operation data corresponding to the target user, where each set of historical operation data includes the target user's operation data on the air-conditioning equipment and functional parameter information of the air-conditioning equipment before and after the operation;
    确定每组历史操作数据中操作前的功能参数信息对应在所述公共舒适度感知模型中的第一舒适度值,以及确定该组历史样本数据中操作后的功能参数信息对应在所述公共舒适度感知模型中的第二舒适度值;Determine that the functional parameter information before the operation in each set of historical operation data corresponds to the first comfort value in the public comfort perception model, and determine that the functional parameter information after the operation in the set of historical sample data corresponds to the public comfort The second degree of comfort value in the degree perception model;
    根据所述第一舒适度值和所述第二舒适度值,对所述公共舒适度感知模型中的舒适度值区间进行调整,以得到调整后的舒适度值区间,并将调整后的舒适度值区间确定为所述目标舒适度感知模型的理想舒适度值区间。According to the first comfort value and the second comfort value, the comfort value interval in the public comfort perception model is adjusted to obtain the adjusted comfort value interval, and the adjusted comfort value interval The degree value interval is determined as the ideal comfort value interval of the target comfort degree perception model.
  5. 如权利要求1-4任一所述的方法,其中,控制目标空气调节设备根据所述空气参数调节信息运行,包括:The method according to any one of claims 1 to 4, wherein controlling the target air conditioning equipment to operate according to the air parameter adjustment information comprises:
    确定所述目标用户当前的盖被覆盖率;Determine the current cover coverage rate of the target user;
    根据所述盖被覆盖率对所述空气参数调节信息进行调整,得到调整后的空气参数调节信息;Adjusting the air parameter adjustment information according to the coverage rate of the cover to obtain adjusted air parameter adjustment information;
    控制所述目标空气调节设备根据调整后的空气参数调节信息运行。Control the target air conditioning equipment to operate according to the adjusted air parameter adjustment information.
  6. 如权利要求1-4任一所述的方法,其中,控制目标空气调节设备根据所述空气参数调节信息运行,包括:The method according to any one of claims 1 to 4, wherein controlling the target air conditioning equipment to operate according to the air parameter adjustment information comprises:
    根据所述空气参数调节信息对应需要调整的空气参数类型和调整幅度,确定调节需求;Determine the adjustment requirement according to the air parameter adjustment information corresponding to the type and adjustment range of the air parameter that needs to be adjusted;
    从满足所述调节需求的候选空气调节设备中,选择调节所述空气参数类型和调整幅度的能耗满足设定条件的作为所述目标空气调节设备。From among the candidate air-conditioning devices that meet the adjustment requirements, the target air-conditioning device whose energy consumption for adjusting the air parameter type and adjustment range meets the set conditions is selected as the target air-conditioning device.
  7. 一种睡眠环境下的空气调节装置,所述装置包括:An air conditioning device in a sleeping environment, the device comprising:
    获取模块,被设置为获取目标用户在睡眠环境下的当前空气状态信息;The acquisition module is set to acquire the current air state information of the target user in the sleeping environment;
    第一确定模块,被设置为将所述当前空气状态信息输入目标舒适度感知模型得到当前舒适度值,其中,所述目标舒适度感知模型是利用所述目标用户对空气调节设备的历史操作数据对公共舒适度感知模型进行调整得到的,所述历史操作数据表明所述目标用户对空气状态的舒适度需求;The first determining module is configured to input the current air state information into a target comfort level perception model to obtain a current comfort level value, wherein the target comfort level perception model uses historical operation data of the air conditioning equipment by the target user Obtained by adjusting the public comfort perception model, and the historical operation data indicates the comfort level of the target user for the air condition;
    第二确定模块,被设置为判断所述当前舒适度值是否在所述目标用户在所述目标舒适度感知模型下的理想舒适度值区间内,其中,所述目标用户对所述理想舒适度值区间对应的空气状态感觉舒适;The second determining module is configured to determine whether the current comfort level value is within the ideal comfort level range of the target user under the target comfort level perception model, wherein the target user feels the ideal comfort level The air state corresponding to the value range feels comfortable;
    第三确定模块,被设置为若所述当前舒适度值在所述理想舒适度值区间之外,则根据所述理想舒适度值区间中的舒适度值和所述目标舒适度感知模型,确定与所述目标用户相适应的目标空气状态信息;The third determining module is configured to determine if the current comfort value is outside the ideal comfort value interval, according to the comfort value in the ideal comfort value interval and the target comfort perception model Target air state information suitable for the target user;
    第四确定模块,被设置为根据所述目标空气状态信息,确定对应需要调节的空气参数调节信息;The fourth determining module is configured to determine the air parameter adjustment information that needs to be adjusted according to the target air state information;
    调整模块,被设置为控制目标空气调节设备根据所述空气参数调节信息运行,以对所述睡眠环境下的空气状态进行调整。The adjustment module is set to control the target air conditioning equipment to operate according to the air parameter adjustment information to adjust the air state in the sleep environment.
  8. 如权利要求7所述的装置,其中,所述第三确定模块被设置为:8. The device of claim 7, wherein the third determining module is configured to:
    根据所述理想舒适度值区间包括的多个舒适度值与所述目标舒适度感知模型,确定与所述多个舒适度值对应的多个候选空气状态信息;Determine, according to the multiple comfort values included in the ideal comfort value interval and the target comfort perception model, multiple candidate air state information corresponding to the multiple comfort values;
    根据所述目标用户当前的人体体温和人体热感觉模型,确定与所述多个候 选空气状态信息对应的多个热感觉值,其中,所述人体热感觉模型与用户的当前人体体温、在舒适状态下的人体体温和温度敏感因子有关;According to the current human body temperature and human body thermal sensation model of the target user, multiple thermal sensation values corresponding to the multiple candidate air state information are determined. Human body temperature in the state is related to temperature sensitive factors;
    将所述多个热感觉值中的最优热感觉值对应的空气状态信息确定为所述目标空气状态信息,其中,所述目标用户在所述最优热感觉值时对温度感知的舒适度最高。The air state information corresponding to the optimal thermal sensation value among the plurality of thermal sensation values is determined as the target air state information, wherein the comfort level of the target user's temperature perception at the optimal thermal sensation value Highest.
  9. 一种电子设备,所述电子设备包括:An electronic device, the electronic device comprising:
    存储器,被设置为存储程序指令;The memory is set to store program instructions;
    处理器,被设置为调用所述存储器中存储的程序指令,按照获得的程序指令执行权利要求1-6任一所述的方法包括的步骤。The processor is configured to call the program instructions stored in the memory, and execute the steps included in the method according to any one of claims 1-6 according to the obtained program instructions.
  10. 一种存储介质,所述存储介质存储有计算机可执行指令,所述计算机可执行指令被设置为使计算机执行权利要求1-6任一所述的方法包括的步骤。A storage medium storing computer-executable instructions, and the computer-executable instructions are configured to cause a computer to execute the steps included in the method of any one of claims 1-6.
PCT/CN2020/139915 2020-06-23 2020-12-28 Method and apparatus for air conditioning in sleep environment, and electronic device WO2021258695A1 (en)

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